diff --git a/Data/cylinder_nektar_t0_vorticity.mat b/Data/cylinder_nektar_t0_vorticity.mat
new file mode 100644
index 0000000..7741b32
Binary files /dev/null and b/Data/cylinder_nektar_t0_vorticity.mat differ
diff --git a/pdfs/PINNs_NavierStokes_example.pdf b/Data/cylinder_nektar_wake.mat
similarity index 57%
rename from pdfs/PINNs_NavierStokes_example.pdf
rename to Data/cylinder_nektar_wake.mat
index 9491267..0098e40 100644
Binary files a/pdfs/PINNs_NavierStokes_example.pdf and b/Data/cylinder_nektar_wake.mat differ
diff --git a/PINNs_1DHeatEquationExample.ipynb b/PINNs_1DHeatEquationExample.ipynb
index f51572d..48c1e0b 100644
--- a/PINNs_1DHeatEquationExample.ipynb
+++ b/PINNs_1DHeatEquationExample.ipynb
@@ -185,7 +185,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "301ac7de",
    "metadata": {},
    "outputs": [],
@@ -197,28 +197,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "a356009b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-08-11 22:19:27.026362: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
-      "2021-08-11 22:19:27.026385: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: pyDOE in /home/helen/anaconda3/envs/GP/lib/python3.8/site-packages (0.3.8)\n",
-      "Requirement already satisfied: scipy in /home/helen/anaconda3/envs/GP/lib/python3.8/site-packages (from pyDOE) (1.7.0)\n",
-      "Requirement already satisfied: numpy in /home/helen/anaconda3/envs/GP/lib/python3.8/site-packages (from pyDOE) (1.21.0)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import sys\n",
     "import os\n",
@@ -322,7 +304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "a9b297dc",
    "metadata": {},
    "outputs": [],
@@ -412,7 +394,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "f470f47e",
    "metadata": {},
    "outputs": [],
@@ -561,7 +543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "aeb011bd",
    "metadata": {},
    "outputs": [],
@@ -576,23 +558,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "a13e702a",
    "metadata": {
     "scrolled": false
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "usol shape =  (51, 101)\n",
-      "X has shape  (51, 101) , X_star has shape  (5151, 2)\n",
-      "Lower bounds of x,t:  [0. 0.]\n",
-      "Upper bounds of x,t:  [1.   0.25]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "data = scipy.io.loadmat(\"Data/heatEquation_data.mat\")\n",
     "t = data['t'].flatten()[:,None] # read in t and flatten into column vector\n",
@@ -641,23 +612,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "d358bde2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## making a plot to show the distribution of training data\n",
     "plt.scatter(X_f_train[:,1], X_f_train[:,0], marker='x', color='red',alpha=0.1)\n",
@@ -689,5153 +647,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "4f419efd",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Device mapping: no known devices.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-08-11 22:19:29.516008: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
-      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
-      "2021-08-11 22:19:29.516537: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory\n",
-      "2021-08-11 22:19:29.516552: W tensorflow/stream_executor/cuda/cuda_driver.cc:326] failed call to cuInit: UNKNOWN ERROR (303)\n",
-      "2021-08-11 22:19:29.516570: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (marvin): /proc/driver/nvidia/version does not exist\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-08-11 22:19:30.635593: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635620: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635626: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635630: I tensorflow/core/common_runtime/placer.cc:114] Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635635: I tensorflow/core/common_runtime/placer.cc:114] Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635639: I tensorflow/core/common_runtime/placer.cc:114] Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635643: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635647: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635651: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635655: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635660: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635664: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635669: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635673: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635676: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635681: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635684: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635688: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635692: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635697: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635701: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635705: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635709: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635713: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635717: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635722: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635726: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635731: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635735: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635739: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635743: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635747: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635751: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635755: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635759: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635762: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635767: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635771: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635775: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635779: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635783: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635787: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635791: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635795: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635804: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635812: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635819: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635826: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635833: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635842: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635849: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635858: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635865: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635871: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635878: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635886: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635894: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635902: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635909: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635915: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635921: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635925: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635929: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635933: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635937: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635941: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635946: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635950: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635953: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635958: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635962: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635965: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635970: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635975: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635979: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635984: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635988: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635991: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.635996: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636000: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636007: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636013: I tensorflow/core/common_runtime/placer.cc:114] concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636017: I tensorflow/core/common_runtime/placer.cc:114] sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636022: I tensorflow/core/common_runtime/placer.cc:114] mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636026: I tensorflow/core/common_runtime/placer.cc:114] truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636031: I tensorflow/core/common_runtime/placer.cc:114] sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636034: I tensorflow/core/common_runtime/placer.cc:114] MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636039: I tensorflow/core/common_runtime/placer.cc:114] MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636045: I tensorflow/core/common_runtime/placer.cc:114] Add/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636051: I tensorflow/core/common_runtime/placer.cc:114] Add: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636055: I tensorflow/core/common_runtime/placer.cc:114] Tanh: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636060: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636065: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636069: I tensorflow/core/common_runtime/placer.cc:114] Add_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636076: I tensorflow/core/common_runtime/placer.cc:114] Add_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636081: I tensorflow/core/common_runtime/placer.cc:114] Tanh_1: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636085: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636089: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636093: I tensorflow/core/common_runtime/placer.cc:114] Add_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636099: I tensorflow/core/common_runtime/placer.cc:114] Add_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636106: I tensorflow/core/common_runtime/placer.cc:114] Tanh_2: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636110: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636115: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636118: I tensorflow/core/common_runtime/placer.cc:114] Add_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636122: I tensorflow/core/common_runtime/placer.cc:114] Add_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636129: I tensorflow/core/common_runtime/placer.cc:114] Tanh_3: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636136: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636143: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636149: I tensorflow/core/common_runtime/placer.cc:114] Add_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636157: I tensorflow/core/common_runtime/placer.cc:114] Add_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636162: I tensorflow/core/common_runtime/placer.cc:114] Tanh_4: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636165: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636169: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636175: I tensorflow/core/common_runtime/placer.cc:114] Add_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636181: I tensorflow/core/common_runtime/placer.cc:114] Add_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636186: I tensorflow/core/common_runtime/placer.cc:114] Tanh_5: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636189: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636193: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636197: I tensorflow/core/common_runtime/placer.cc:114] Add_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636201: I tensorflow/core/common_runtime/placer.cc:114] Add_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636205: I tensorflow/core/common_runtime/placer.cc:114] Tanh_6: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636210: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636216: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636220: I tensorflow/core/common_runtime/placer.cc:114] Add_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636224: I tensorflow/core/common_runtime/placer.cc:114] Add_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636228: I tensorflow/core/common_runtime/placer.cc:114] Tanh_7: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636233: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636237: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636242: I tensorflow/core/common_runtime/placer.cc:114] Add_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636248: I tensorflow/core/common_runtime/placer.cc:114] Add_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636253: I tensorflow/core/common_runtime/placer.cc:114] concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636257: I tensorflow/core/common_runtime/placer.cc:114] sub_2: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636263: I tensorflow/core/common_runtime/placer.cc:114] mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636270: I tensorflow/core/common_runtime/placer.cc:114] truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636275: I tensorflow/core/common_runtime/placer.cc:114] sub_3: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636279: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636287: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636294: I tensorflow/core/common_runtime/placer.cc:114] Add_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636301: I tensorflow/core/common_runtime/placer.cc:114] Add_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636306: I tensorflow/core/common_runtime/placer.cc:114] Tanh_8: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636310: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636314: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636318: I tensorflow/core/common_runtime/placer.cc:114] Add_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636323: I tensorflow/core/common_runtime/placer.cc:114] Add_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636330: I tensorflow/core/common_runtime/placer.cc:114] Tanh_9: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636333: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636338: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636341: I tensorflow/core/common_runtime/placer.cc:114] Add_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636346: I tensorflow/core/common_runtime/placer.cc:114] Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636354: I tensorflow/core/common_runtime/placer.cc:114] Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636361: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636369: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636375: I tensorflow/core/common_runtime/placer.cc:114] Add_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636384: I tensorflow/core/common_runtime/placer.cc:114] Add_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636391: I tensorflow/core/common_runtime/placer.cc:114] Tanh_11: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636397: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636402: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636406: I tensorflow/core/common_runtime/placer.cc:114] Add_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636410: I tensorflow/core/common_runtime/placer.cc:114] Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636416: I tensorflow/core/common_runtime/placer.cc:114] Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636421: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636426: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636429: I tensorflow/core/common_runtime/placer.cc:114] Add_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636433: I tensorflow/core/common_runtime/placer.cc:114] Add_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636438: I tensorflow/core/common_runtime/placer.cc:114] Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636441: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636446: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636452: I tensorflow/core/common_runtime/placer.cc:114] Add_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636456: I tensorflow/core/common_runtime/placer.cc:114] Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636461: I tensorflow/core/common_runtime/placer.cc:114] Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636464: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636471: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636476: I tensorflow/core/common_runtime/placer.cc:114] Add_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636483: I tensorflow/core/common_runtime/placer.cc:114] Add_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636490: I tensorflow/core/common_runtime/placer.cc:114] Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636494: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636498: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636501: I tensorflow/core/common_runtime/placer.cc:114] Add_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636507: I tensorflow/core/common_runtime/placer.cc:114] Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636515: I tensorflow/core/common_runtime/placer.cc:114] gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636519: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636523: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636526: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636533: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636539: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636545: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636552: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636558: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636565: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636570: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636577: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636584: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636591: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636597: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636603: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636608: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636613: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636619: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636627: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636633: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636641: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636649: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636653: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636657: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636661: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636665: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636668: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636671: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636675: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636679: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636685: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636690: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636694: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636697: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636701: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636704: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636708: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636714: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636718: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636722: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636726: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636730: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636733: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636738: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636743: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636747: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636750: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636754: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636758: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636763: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636769: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636773: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636777: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636780: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636784: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636789: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636795: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636801: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636809: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636816: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636822: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636829: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636834: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636838: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636841: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636845: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636848: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636854: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636862: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636868: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636876: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636881: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636887: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636892: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636896: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636900: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636903: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636907: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636910: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636915: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636921: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636925: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636929: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636932: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636936: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636939: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636943: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636949: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636953: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636957: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636961: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636967: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636972: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636977: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636984: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636990: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.636996: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637000: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637004: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637008: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637013: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637018: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637022: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637026: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637029: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637032: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637038: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637043: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637047: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637054: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637060: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637063: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637067: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637071: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637077: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637082: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637085: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637089: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637093: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637098: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637104: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637112: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637119: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637125: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637131: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637136: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637140: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637144: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637148: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637151: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637155: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637159: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637166: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637173: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637179: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637186: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637190: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637195: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637200: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637204: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637207: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637211: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637214: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637218: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637222: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637228: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637233: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637236: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637240: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637243: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637247: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637250: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637256: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637260: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637264: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637267: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637272: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637277: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637282: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637289: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637296: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637302: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637307: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637310: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637314: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637317: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637323: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637328: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637331: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637335: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637339: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637344: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637349: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637355: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637361: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637367: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637374: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637378: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637382: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637386: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637389: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637393: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637396: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637401: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637407: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637410: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637414: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637417: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637421: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637424: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637428: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637434: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637438: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637442: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637445: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637450: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637456: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637459: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637465: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637472: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637478: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637483: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637489: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637495: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637502: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637508: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637512: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637515: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637520: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637527: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637533: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637540: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637547: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637553: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637558: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637564: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637570: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637574: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637578: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637581: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637586: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637592: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637599: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637606: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637611: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637615: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637621: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637625: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637629: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637632: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637636: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637639: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637643: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637649: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637653: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637657: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637660: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637664: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637667: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637671: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637674: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637680: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637685: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637689: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637692: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637698: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637703: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637708: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637715: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637721: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637726: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637733: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637738: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637741: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637747: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637751: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637755: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637758: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637762: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637766: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637772: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637776: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637783: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637788: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637792: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637796: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637799: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637804: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637809: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637813: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637817: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637820: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637824: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637830: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637836: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637842: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637849: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637862: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637868: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637872: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637876: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637880: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637883: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637887: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637891: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637897: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637904: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637912: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637917: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637921: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637929: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637933: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637937: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637941: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637944: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637947: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637951: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637957: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637962: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637966: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637969: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637973: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637976: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637980: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637984: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637990: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637994: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.637997: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638306: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638314: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638321: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638327: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638331: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638334: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638338: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638342: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638348: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638351: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638355: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638359: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638363: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638369: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638375: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638382: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638388: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638394: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638401: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638406: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638410: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638833: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638842: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638848: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638852: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638859: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638864: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638869: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638873: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638877: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638880: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638884: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638887: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638891: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638896: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638901: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638904: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638908: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638912: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638918: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638922: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.638926: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639276: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639286: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639290: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639293: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639297: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639300: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639304: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639309: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639316: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639322: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639329: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639335: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639339: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639346: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639350: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639354: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639357: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639361: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639364: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639369: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639374: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639599: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639607: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639613: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639620: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639624: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639627: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639631: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639634: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639638: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639644: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639649: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639652: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639655: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639659: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639665: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639669: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639673: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639679: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639684: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639688: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639691: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639822: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639830: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639837: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639843: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639850: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639862: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639868: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639874: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639881: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639887: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639894: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639900: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639905: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639911: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639915: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639918: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639922: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639925: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639929: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.639932: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640377: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640385: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640392: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640396: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640400: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640403: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640407: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640410: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640414: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640420: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640424: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640428: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640431: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640435: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640441: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640445: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640450: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640457: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640463: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640470: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640475: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640806: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640815: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640819: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640824: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640827: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640831: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640834: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640838: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640844: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640849: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640852: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640859: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640863: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640868: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640874: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640881: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640887: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640892: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640898: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.640903: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641197: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641204: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641207: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641211: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641215: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641218: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641222: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641225: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641230: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641235: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641239: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641243: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641246: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641250: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641254: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641260: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641267: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641273: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641280: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641284: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641290: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641294: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641612: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641620: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641626: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641630: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641636: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641641: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641644: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641648: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641651: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641655: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641658: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641663: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641668: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641672: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641675: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641679: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641682: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641686: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641690: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641696: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641700: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641703: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641707: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641712: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641958: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641966: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641971: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641974: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641980: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641985: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641988: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641992: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641995: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.641999: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642003: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642009: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642013: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642017: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642020: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642024: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642027: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642031: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642036: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642042: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642045: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642049: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642052: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642058: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642301: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642309: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642315: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642319: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642324: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642331: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642335: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642339: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642342: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642346: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642350: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642356: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642359: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642363: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642366: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642370: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642373: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642376: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642382: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642387: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642390: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642394: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642397: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642403: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642873: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642882: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642888: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642894: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642897: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642901: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642904: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642908: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642911: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642917: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642922: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642925: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642929: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642932: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642935: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642939: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642944: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642950: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642954: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642957: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642961: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642967: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642971: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.642977: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643220: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643229: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643233: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643239: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643246: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643252: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643258: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643265: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643270: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643276: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643282: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643286: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643289: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643293: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643296: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643299: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643303: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643306: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643310: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643313: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643317: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643323: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643326: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643330: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643824: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643833: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643838: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643842: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643845: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643849: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643855: I tensorflow/core/common_runtime/placer.cc:114] mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643861: I tensorflow/core/common_runtime/placer.cc:114] Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643869: I tensorflow/core/common_runtime/placer.cc:114] Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643877: I tensorflow/core/common_runtime/placer.cc:114] sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643885: I tensorflow/core/common_runtime/placer.cc:114] Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643892: I tensorflow/core/common_runtime/placer.cc:114] Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643899: I tensorflow/core/common_runtime/placer.cc:114] mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643903: I tensorflow/core/common_runtime/placer.cc:114] add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643912: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643924: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643929: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643933: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643938: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643942: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643949: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643954: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643958: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.643965: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644259: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644268: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644273: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644277: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644283: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644291: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644298: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644306: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644314: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644320: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644332: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644336: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644341: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644345: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644350: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644362: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644366: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644395: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644579: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644583: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644588: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644592: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644596: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644604: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644609: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644613: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644617: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644622: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644629: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644638: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644647: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644661: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644669: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644677: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644692: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644700: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644846: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644857: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644872: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644877: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644882: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644888: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644893: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644897: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644907: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644913: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644930: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644945: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644957: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644963: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644971: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.644977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646552: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646557: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646589: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646596: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646604: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646612: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646619: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646626: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646630: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646634: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646642: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646646: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.646651: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657807: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657847: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657866: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657877: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657887: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657897: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657915: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657935: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657943: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657959: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657975: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657991: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.657999: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658013: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658031: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658443: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658478: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658483: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658501: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658516: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658548: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658558: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658567: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658596: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658601: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.658606: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659103: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659127: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659151: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659169: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659178: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659193: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659198: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659203: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659213: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659218: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659225: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659231: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659236: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659240: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659479: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659488: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659493: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659498: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659504: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659513: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659517: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659521: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659525: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659544: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659548: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659558: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659563: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659567: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659577: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659953: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659959: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659966: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659972: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659986: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659991: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.659996: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660000: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660004: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660009: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660016: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660029: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660034: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660038: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660042: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660046: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660054: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660059: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660273: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660279: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660284: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660289: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660294: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660302: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660308: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660312: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660321: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660331: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660344: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660349: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660358: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660381: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660634: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660640: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660645: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660653: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660658: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660663: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660676: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660699: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660713: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.660722: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661084: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661094: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661099: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661108: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661115: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661130: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661139: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661143: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661148: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661157: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661163: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661175: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661180: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661185: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661290: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661304: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661309: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661314: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661323: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661328: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661333: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661337: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661342: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661356: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661369: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661374: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661379: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661389: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661593: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661601: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661606: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661616: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661622: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661627: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661631: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661635: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661640: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661644: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661649: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_2_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661658: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661666: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661676: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661689: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661941: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661948: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661955: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661960: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661973: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661978: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661987: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661993: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.661997: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662010: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662019: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662023: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662028: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662033: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662038: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662043: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662260: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662268: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662280: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662285: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662290: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662295: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662300: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662304: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662309: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662314: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662318: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662323: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_1_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662327: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662344: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662349: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.662354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667286: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667292: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667308: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667318: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667322: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667329: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667344: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667349: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667353: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667366: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667371: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667542: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667548: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667558: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667563: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667567: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667573: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667590: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667595: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667602: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667607: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667615: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667619: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667623: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667628: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.667632: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668045: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668052: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668056: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668061: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668073: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668078: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668087: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668091: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668095: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668100: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668103: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668112: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668119: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668124: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668136: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668141: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668145: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668392: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668399: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668404: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668408: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668420: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668425: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668430: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668448: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668456: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668461: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668474: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668761: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668780: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668788: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668796: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668811: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668817: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668823: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668828: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668833: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668837: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668847: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668851: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668856: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668861: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668870: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.668875: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669229: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669240: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669244: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669249: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669254: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669259: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669264: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669273: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669278: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669283: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669288: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669292: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669300: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669304: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669308: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669320: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669707: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669712: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669716: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669721: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669726: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669730: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669741: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669746: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669751: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669756: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669761: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669766: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669776: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.669782: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670179: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670185: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670190: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670195: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670200: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670205: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670209: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670214: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670219: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670224: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670238: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670243: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670248: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670258: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670262: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670267: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670271: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670772: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670783: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670788: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670793: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670808: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670814: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670819: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670826: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670836: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670844: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670849: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670854: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.670858: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671049: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671056: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671061: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671091: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671102: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671111: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671116: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671121: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671129: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671134: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671139: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671145: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671163: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671560: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671569: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671590: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671595: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671609: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671619: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671624: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671629: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671636: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671645: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.671660: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672008: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672021: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672027: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672031: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672037: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672051: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672056: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672064: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672074: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672079: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672098: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672115: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672123: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672913: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672921: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672935: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672942: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672952: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672960: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.672968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673031: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673068: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673076: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673091: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673098: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673121: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673130: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673138: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673147: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673162: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673169: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673178: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673185: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673193: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673200: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673207: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673214: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673229: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673236: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673245: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673260: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673268: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673289: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673306: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673321: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673329: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673343: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673352: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673369: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673377: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673385: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673392: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673399: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673407: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673415: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673422: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673430: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673447: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673464: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673476: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673483: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673489: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673496: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673504: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673530: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673538: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673546: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673555: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673563: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673588: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673595: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673623: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673633: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673642: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673651: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673660: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673669: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673677: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673686: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673695: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673703: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673712: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673720: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673745: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673751: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673758: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673780: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673787: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673797: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673806: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673815: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673824: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673832: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673839: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673847: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673855: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673862: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673867: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673872: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673877: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673881: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673886: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673891: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673895: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673906: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673910: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673915: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673924: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673933: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673941: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673945: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673949: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673954: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673958: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673963: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673974: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673978: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673983: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673988: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673992: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.673997: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674003: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674008: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674012: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674017: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674022: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674027: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674032: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674046: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674055: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674065: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674070: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674075: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674080: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674085: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674094: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674099: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674108: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674124: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674129: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674134: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674139: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674149: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674158: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674162: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674167: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674192: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674197: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674202: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674207: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674213: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674217: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674227: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674231: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674236: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674241: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674246: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.674251: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675689: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675713: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675724: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675731: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675742: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675751: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675759: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675769: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675774: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675780: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675790: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675795: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675799: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.675805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676459: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676483: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676492: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676502: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676511: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676516: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676522: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676531: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676552: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676590: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.676609: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677052: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677077: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677085: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677095: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677123: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677141: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677179: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677195: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677203: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677748: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677765: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677790: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677795: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677800: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677810: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677815: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677820: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677825: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677830: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677840: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.677850: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678462: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678467: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678472: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678478: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678488: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678493: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678498: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678503: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678514: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678518: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678545: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678551: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678556: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678931: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678943: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678952: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678961: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678970: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678980: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678987: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678992: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.678998: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679004: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679009: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679014: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679020: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679025: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679030: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679035: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679040: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679369: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679389: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679401: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679411: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679420: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679438: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679448: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679456: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679463: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679478: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679492: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679502: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.679512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680016: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680035: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680053: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680059: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680072: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680077: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680085: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680092: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680102: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680111: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680128: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680137: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680398: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680414: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680424: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680432: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680437: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680441: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680465: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680491: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680499: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680504: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680517: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680528: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680537: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680863: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680879: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680889: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680903: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680930: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680940: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680950: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680958: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680970: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680980: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680989: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.680997: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681003: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681008: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681396: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681404: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681409: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681414: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681419: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681425: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681453: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681461: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681469: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681479: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681491: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681502: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681781: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681790: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681814: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681821: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681826: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681831: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681836: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681850: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681855: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681860: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681871: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681879: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681887: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681895: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681904: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.681911: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682272: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682284: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682293: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682301: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682309: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682314: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682332: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682337: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682342: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682352: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682359: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682364: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682371: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682379: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682386: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682393: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682405: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682692: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682740: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682749: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682762: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682767: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682772: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682777: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682793: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682802: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682811: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682819: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682827: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682832: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.682836: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683081: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683126: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683139: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683145: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683151: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683156: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683181: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683189: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683198: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683204: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683525: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683535: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683542: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683549: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683555: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683567: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683587: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683593: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683597: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683602: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683608: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683615: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683622: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683630: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683638: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683863: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683873: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683882: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683888: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683902: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683907: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683911: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683915: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683920: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683924: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683931: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683941: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683950: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683954: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683958: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683963: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683969: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683973: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.683983: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684273: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684284: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684291: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684299: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684307: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684312: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684322: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684328: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684333: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684337: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684341: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684365: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684369: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684374: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684381: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684386: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684390: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684396: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684403: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684746: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684757: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684765: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684777: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684782: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684789: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684793: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684802: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684808: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684813: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684818: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684822: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684828: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684843: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684851: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684857: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684862: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684869: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684874: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684878: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.684885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685173: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685190: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685196: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685203: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685214: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685219: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685225: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685229: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685238: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685243: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685249: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685254: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685260: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685266: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685274: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685288: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685292: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685308: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685465: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685483: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685489: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685495: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685501: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685505: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685516: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685524: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685546: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685555: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685570: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685573: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685589: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685594: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685921: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685929: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685935: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685941: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685953: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685961: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685970: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685983: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685988: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.685999: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686013: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686021: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686027: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686034: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686039: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686045: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686055: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686123: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686138: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686158: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686163: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686167: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686180: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686188: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686196: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686202: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686209: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686216: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686226: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686234: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686240: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686244: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686248: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686251: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686255: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686492: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686498: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686502: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686506: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686509: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686513: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686519: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686530: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686538: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686545: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686552: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686558: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686563: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686568: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686574: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686578: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686583: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686589: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686595: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686603: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686609: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686615: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686739: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686748: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686755: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686761: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686765: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686769: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686774: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686780: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686784: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686787: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686791: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686795: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686799: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686805: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686809: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686812: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686818: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686823: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686829: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686835: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686842: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.686847: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687155: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687164: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687171: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687176: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687181: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687187: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687191: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687195: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687201: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687208: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687216: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687222: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687228: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687232: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687238: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687243: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687247: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687252: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687262: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687269: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687276: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687279: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687528: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687536: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687543: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687549: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687555: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687559: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687563: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687567: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687571: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687574: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687578: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687582: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687588: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687592: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687596: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687599: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687604: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687610: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687617: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687623: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687629: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687636: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687776: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687785: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687792: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687797: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687802: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687807: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687811: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687816: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687823: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687830: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687836: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687843: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687848: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687854: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687861: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687865: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687868: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687872: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687876: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687881: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687888: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.687895: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688123: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688129: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688133: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688136: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688143: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688147: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688150: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688154: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688160: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688166: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688172: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688179: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688185: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688191: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688196: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688200: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688204: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688207: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688211: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688215: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688221: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688397: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688405: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688411: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688417: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688422: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688428: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688434: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688440: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688445: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688450: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688457: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688464: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688470: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688476: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688483: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688489: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688493: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688497: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688500: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688504: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688508: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688758: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688767: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688773: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688780: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688784: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688787: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688791: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688795: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688801: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688805: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688808: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688812: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688816: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688821: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688826: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688830: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688834: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688840: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688849: I tensorflow/core/common_runtime/placer.cc:114] Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688857: I tensorflow/core/common_runtime/placer.cc:114] init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688867: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688875: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.688882: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689757: I tensorflow/core/common_runtime/placer.cc:114] Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689794: I tensorflow/core/common_runtime/placer.cc:114] zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689811: I tensorflow/core/common_runtime/placer.cc:114] Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689821: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689828: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689836: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689843: I tensorflow/core/common_runtime/placer.cc:114] Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689852: I tensorflow/core/common_runtime/placer.cc:114] zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689860: I tensorflow/core/common_runtime/placer.cc:114] Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689869: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689878: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689886: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689893: I tensorflow/core/common_runtime/placer.cc:114] Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689901: I tensorflow/core/common_runtime/placer.cc:114] zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689908: I tensorflow/core/common_runtime/placer.cc:114] Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689916: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689924: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689932: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689939: I tensorflow/core/common_runtime/placer.cc:114] Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689946: I tensorflow/core/common_runtime/placer.cc:114] zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689953: I tensorflow/core/common_runtime/placer.cc:114] Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689961: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689969: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689977: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689985: I tensorflow/core/common_runtime/placer.cc:114] Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.689994: I tensorflow/core/common_runtime/placer.cc:114] zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690001: I tensorflow/core/common_runtime/placer.cc:114] Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690428: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690451: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690458: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690463: I tensorflow/core/common_runtime/placer.cc:114] Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690468: I tensorflow/core/common_runtime/placer.cc:114] zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690472: I tensorflow/core/common_runtime/placer.cc:114] Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690478: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690483: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690487: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690492: I tensorflow/core/common_runtime/placer.cc:114] Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690497: I tensorflow/core/common_runtime/placer.cc:114] zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690501: I tensorflow/core/common_runtime/placer.cc:114] Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690506: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690514: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690534: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690543: I tensorflow/core/common_runtime/placer.cc:114] Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690550: I tensorflow/core/common_runtime/placer.cc:114] zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690555: I tensorflow/core/common_runtime/placer.cc:114] Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690560: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690565: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690569: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690574: I tensorflow/core/common_runtime/placer.cc:114] Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690579: I tensorflow/core/common_runtime/placer.cc:114] zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690583: I tensorflow/core/common_runtime/placer.cc:114] Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690589: I tensorflow/core/common_runtime/placer.cc:114] Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690594: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690599: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690775: I tensorflow/core/common_runtime/placer.cc:114] concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690786: I tensorflow/core/common_runtime/placer.cc:114] sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690795: I tensorflow/core/common_runtime/placer.cc:114] mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690804: I tensorflow/core/common_runtime/placer.cc:114] truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690814: I tensorflow/core/common_runtime/placer.cc:114] sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690819: I tensorflow/core/common_runtime/placer.cc:114] concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690825: I tensorflow/core/common_runtime/placer.cc:114] sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690830: I tensorflow/core/common_runtime/placer.cc:114] mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690835: I tensorflow/core/common_runtime/placer.cc:114] truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690840: I tensorflow/core/common_runtime/placer.cc:114] sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690845: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690849: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690854: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690861: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690869: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690876: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690884: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690892: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690900: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690908: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690914: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690918: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690922: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690926: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.690930: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691145: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691154: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691160: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691164: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691168: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691172: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691176: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691180: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691185: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691189: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691193: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691197: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691201: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691205: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691209: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691213: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691217: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691222: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691226: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691230: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691236: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691935: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691951: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691956: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691961: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691965: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691970: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691974: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691979: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691983: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691987: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691992: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.691996: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692001: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692005: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692009: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692014: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692019: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692023: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692027: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692032: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692036: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692173: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692178: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692182: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692187: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692191: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692195: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692200: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692204: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692208: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692212: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692218: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692222: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692234: I tensorflow/core/common_runtime/placer.cc:114] mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692240: I tensorflow/core/common_runtime/placer.cc:114] Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692245: I tensorflow/core/common_runtime/placer.cc:114] Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692250: I tensorflow/core/common_runtime/placer.cc:114] mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692255: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692260: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692278: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692286: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692295: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692304: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692653: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692670: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692687: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692705: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692711: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692716: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692722: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692734: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692738: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692743: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692747: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692751: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692757: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692763: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692768: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692783: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.692788: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693013: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693019: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693028: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693033: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693037: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693045: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693051: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693056: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693076: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693085: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693094: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693098: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693112: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693117: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693122: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693127: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693132: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693474: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693489: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693493: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693498: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693503: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693508: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693515: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693524: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693538: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693542: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693547: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693552: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693559: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693564: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693568: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693931: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693945: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693950: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693955: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693961: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693965: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693969: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693974: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693978: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693985: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.693994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694007: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694011: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694016: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694021: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694025: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694305: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694315: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694324: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694332: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694347: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694359: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694377: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694381: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694385: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694390: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694394: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694407: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694416: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694422: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694692: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694697: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694703: I tensorflow/core/common_runtime/placer.cc:114] beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694710: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694718: I tensorflow/core/common_runtime/placer.cc:114] beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694726: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694732: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694736: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694741: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694745: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694750: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694754: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694758: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694762: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694766: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694771: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694775: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694779: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694783: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694787: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694791: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694796: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694800: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.694804: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695063: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695071: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695075: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695080: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695084: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695089: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695093: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695097: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695103: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695111: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695119: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695126: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695131: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695135: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695140: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695144: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695148: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695152: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695157: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695161: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695165: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695169: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695173: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695181: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695187: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695447: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695460: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695468: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695475: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695479: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695484: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695488: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695492: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695497: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695501: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695505: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695510: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695516: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695524: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695532: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695540: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695548: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695555: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695562: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695566: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695571: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695576: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695580: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695584: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695588: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695818: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695831: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695839: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695855: I tensorflow/core/common_runtime/placer.cc:114] Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695866: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695875: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.695882: I tensorflow/core/common_runtime/placer.cc:114] Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:19:30.730899: I tensorflow/core/platform/profile_utils/cpu_utils.cc:114] CPU Frequency: 2099940000 Hz\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "xvars, NNvars, tfvars, preds, optvars = init(X_u_train, u_train, layers, lb, ub,k)\n",
     "X, lb, ub, x, t, u = xvars\n",
@@ -5847,7 +662,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "ce0ba9ad",
    "metadata": {},
    "outputs": [],
@@ -5895,7 +710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "1678fa0d",
    "metadata": {},
    "outputs": [],
@@ -5906,7 +721,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "6b706205",
    "metadata": {
     "scrolled": true
@@ -5932,7 +747,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "13fba79a",
    "metadata": {},
    "outputs": [],
@@ -5950,8161 +765,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "b086ac50",
    "metadata": {
     "scrolled": true
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-08-11 22:21:06.774392: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774443: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774453: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774461: I tensorflow/core/common_runtime/placer.cc:114] Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774467: I tensorflow/core/common_runtime/placer.cc:114] Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774473: I tensorflow/core/common_runtime/placer.cc:114] Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774479: I tensorflow/core/common_runtime/placer.cc:114] Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774486: I tensorflow/core/common_runtime/placer.cc:114] Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774492: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774497: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774503: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774510: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774516: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774523: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774541: I tensorflow/core/common_runtime/placer.cc:114] Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774588: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774596: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774602: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774609: I tensorflow/core/common_runtime/placer.cc:114] Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774614: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774620: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774625: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774632: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774639: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774646: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774657: I tensorflow/core/common_runtime/placer.cc:114] Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774663: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774671: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774676: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774683: I tensorflow/core/common_runtime/placer.cc:114] Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774688: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774694: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774699: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774706: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774713: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774720: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774727: I tensorflow/core/common_runtime/placer.cc:114] Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774732: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774737: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774743: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774750: I tensorflow/core/common_runtime/placer.cc:114] Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774755: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774761: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774766: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774773: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774794: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774811: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774825: I tensorflow/core/common_runtime/placer.cc:114] Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774832: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774837: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774843: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774850: I tensorflow/core/common_runtime/placer.cc:114] Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774856: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774862: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774867: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774874: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774880: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774887: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774894: I tensorflow/core/common_runtime/placer.cc:114] Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774900: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774906: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774913: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774920: I tensorflow/core/common_runtime/placer.cc:114] Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774926: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774931: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774936: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774943: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774949: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774957: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774964: I tensorflow/core/common_runtime/placer.cc:114] Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774970: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774975: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774980: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774986: I tensorflow/core/common_runtime/placer.cc:114] Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774992: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.774998: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775004: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775010: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775017: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775023: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775030: I tensorflow/core/common_runtime/placer.cc:114] Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775036: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775041: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775088: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775096: I tensorflow/core/common_runtime/placer.cc:114] Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775102: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775107: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775112: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775119: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775126: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775133: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775139: I tensorflow/core/common_runtime/placer.cc:114] Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775145: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775150: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775156: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775162: I tensorflow/core/common_runtime/placer.cc:114] Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775167: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775173: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775178: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775186: I tensorflow/core/common_runtime/placer.cc:114] concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775193: I tensorflow/core/common_runtime/placer.cc:114] sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775200: I tensorflow/core/common_runtime/placer.cc:114] mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775209: I tensorflow/core/common_runtime/placer.cc:114] truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775215: I tensorflow/core/common_runtime/placer.cc:114] sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775221: I tensorflow/core/common_runtime/placer.cc:114] MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775228: I tensorflow/core/common_runtime/placer.cc:114] MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775233: I tensorflow/core/common_runtime/placer.cc:114] Add/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775240: I tensorflow/core/common_runtime/placer.cc:114] Add: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775247: I tensorflow/core/common_runtime/placer.cc:114] Tanh: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775252: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775260: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775266: I tensorflow/core/common_runtime/placer.cc:114] Add_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775273: I tensorflow/core/common_runtime/placer.cc:114] Add_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775279: I tensorflow/core/common_runtime/placer.cc:114] Tanh_1: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775285: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775292: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775297: I tensorflow/core/common_runtime/placer.cc:114] Add_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775304: I tensorflow/core/common_runtime/placer.cc:114] Add_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775310: I tensorflow/core/common_runtime/placer.cc:114] Tanh_2: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775316: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775322: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775328: I tensorflow/core/common_runtime/placer.cc:114] Add_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775334: I tensorflow/core/common_runtime/placer.cc:114] Add_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775341: I tensorflow/core/common_runtime/placer.cc:114] Tanh_3: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775346: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775352: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775359: I tensorflow/core/common_runtime/placer.cc:114] Add_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775366: I tensorflow/core/common_runtime/placer.cc:114] Add_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775373: I tensorflow/core/common_runtime/placer.cc:114] Tanh_4: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775378: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775384: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775390: I tensorflow/core/common_runtime/placer.cc:114] Add_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775396: I tensorflow/core/common_runtime/placer.cc:114] Add_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775403: I tensorflow/core/common_runtime/placer.cc:114] Tanh_5: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775408: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775414: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775420: I tensorflow/core/common_runtime/placer.cc:114] Add_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775426: I tensorflow/core/common_runtime/placer.cc:114] Add_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775432: I tensorflow/core/common_runtime/placer.cc:114] Tanh_6: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775438: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775450: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775456: I tensorflow/core/common_runtime/placer.cc:114] Add_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775464: I tensorflow/core/common_runtime/placer.cc:114] Add_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775470: I tensorflow/core/common_runtime/placer.cc:114] Tanh_7: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775476: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775482: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775487: I tensorflow/core/common_runtime/placer.cc:114] Add_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775494: I tensorflow/core/common_runtime/placer.cc:114] Add_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775501: I tensorflow/core/common_runtime/placer.cc:114] concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775508: I tensorflow/core/common_runtime/placer.cc:114] sub_2: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775515: I tensorflow/core/common_runtime/placer.cc:114] mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775522: I tensorflow/core/common_runtime/placer.cc:114] truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775529: I tensorflow/core/common_runtime/placer.cc:114] sub_3: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775535: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775542: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775548: I tensorflow/core/common_runtime/placer.cc:114] Add_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775554: I tensorflow/core/common_runtime/placer.cc:114] Add_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775561: I tensorflow/core/common_runtime/placer.cc:114] Tanh_8: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775567: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775574: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775579: I tensorflow/core/common_runtime/placer.cc:114] Add_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775586: I tensorflow/core/common_runtime/placer.cc:114] Add_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775592: I tensorflow/core/common_runtime/placer.cc:114] Tanh_9: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775598: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775605: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775610: I tensorflow/core/common_runtime/placer.cc:114] Add_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775618: I tensorflow/core/common_runtime/placer.cc:114] Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775626: I tensorflow/core/common_runtime/placer.cc:114] Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775632: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775639: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775645: I tensorflow/core/common_runtime/placer.cc:114] Add_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775651: I tensorflow/core/common_runtime/placer.cc:114] Add_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775658: I tensorflow/core/common_runtime/placer.cc:114] Tanh_11: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775663: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775670: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775675: I tensorflow/core/common_runtime/placer.cc:114] Add_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775682: I tensorflow/core/common_runtime/placer.cc:114] Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775689: I tensorflow/core/common_runtime/placer.cc:114] Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775694: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775701: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775707: I tensorflow/core/common_runtime/placer.cc:114] Add_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775714: I tensorflow/core/common_runtime/placer.cc:114] Add_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775720: I tensorflow/core/common_runtime/placer.cc:114] Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775726: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775733: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775738: I tensorflow/core/common_runtime/placer.cc:114] Add_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775745: I tensorflow/core/common_runtime/placer.cc:114] Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775752: I tensorflow/core/common_runtime/placer.cc:114] Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775757: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775764: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775769: I tensorflow/core/common_runtime/placer.cc:114] Add_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775776: I tensorflow/core/common_runtime/placer.cc:114] Add_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775784: I tensorflow/core/common_runtime/placer.cc:114] Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775789: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775796: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775801: I tensorflow/core/common_runtime/placer.cc:114] Add_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775808: I tensorflow/core/common_runtime/placer.cc:114] Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775817: I tensorflow/core/common_runtime/placer.cc:114] gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775824: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775829: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775835: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775841: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775846: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775852: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775858: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775863: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775869: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775876: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775882: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775888: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775894: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775899: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775905: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775911: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775917: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775922: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775928: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775934: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775940: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775947: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775953: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775959: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775964: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775970: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775975: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775981: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775987: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775992: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.775998: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776004: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776010: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776016: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776022: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776028: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776033: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776039: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776044: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776050: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776056: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776062: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776067: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776073: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776079: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776084: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776090: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776095: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776101: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776107: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776113: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776119: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776124: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776130: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776136: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776141: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776147: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776153: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776159: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776165: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776170: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776177: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776182: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776188: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776194: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776199: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776205: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776212: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776218: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776223: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776229: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776235: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776241: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776246: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776252: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776257: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776263: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776268: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776274: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776280: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776286: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776292: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776297: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776303: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776309: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776314: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776320: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776325: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776331: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776337: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776343: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776349: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776354: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776360: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776365: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776371: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776377: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776382: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776388: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776394: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776399: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776405: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776411: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776416: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776422: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776428: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776434: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776439: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776445: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776451: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776457: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776462: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776468: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776474: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776481: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776487: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776492: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776498: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776504: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:06.776515: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:06.776526: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776532: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776537: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776543: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776549: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:06.776561: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776567: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776573: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776579: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776585: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776590: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776596: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776602: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776607: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776613: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776618: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776624: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776629: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776635: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776641: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776647: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776652: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:06.776664: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776669: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776674: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776680: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776686: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776691: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776697: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776703: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776709: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:06.776720: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776726: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776732: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776737: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776744: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776749: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776755: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776761: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776766: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776772: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776778: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776783: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776789: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776794: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776800: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776806: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776811: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776817: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776823: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776828: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776834: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776840: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776845: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776851: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776857: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776862: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776868: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776873: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776881: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776902: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776912: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776918: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776924: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776929: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776935: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776941: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776946: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776952: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776957: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776963: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776969: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776974: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776980: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776985: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776991: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.776996: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777003: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777008: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777014: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777021: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777027: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777032: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777038: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777043: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777049: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777054: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777060: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777065: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777071: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777076: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777082: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777088: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777093: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777099: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777105: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777110: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777115: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777121: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777127: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777132: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777138: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777144: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777150: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777155: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777161: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777167: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777173: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777178: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777184: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777189: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777195: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777200: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777205: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777211: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777216: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777222: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777228: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777233: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777239: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777244: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777250: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777255: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777260: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777266: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777272: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777280: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777286: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777291: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777297: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777302: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777308: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777313: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777318: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777324: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777329: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777335: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777340: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777346: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777351: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777357: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777363: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777369: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777375: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777381: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777386: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777392: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777397: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777402: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777574: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777590: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777597: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777603: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777609: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777615: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777621: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777627: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777633: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777639: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777644: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777650: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777656: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777661: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777667: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777673: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777679: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777686: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777692: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777699: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777705: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.777711: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778075: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778090: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778097: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778103: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778110: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778116: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778122: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778127: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778133: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778138: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778144: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778150: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778155: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778161: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778167: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778173: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778178: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778185: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778190: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778196: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778201: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778835: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778849: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778857: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778863: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778869: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778874: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778880: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778885: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778891: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778897: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778902: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778909: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778915: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778920: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778926: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778931: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778937: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778942: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778948: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778953: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.778959: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779671: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779685: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779692: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779697: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779703: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779709: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779714: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779721: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779726: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779732: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779737: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779743: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779748: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779754: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779759: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779764: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779770: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779775: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779780: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779786: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779791: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779979: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.779993: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780000: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780006: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780012: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780018: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780026: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780031: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780037: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780042: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780047: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780053: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780058: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780064: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780069: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780074: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780079: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780085: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780090: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780095: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780101: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780464: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780479: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780486: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780492: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780498: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780503: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780509: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780515: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780520: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780525: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780530: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780536: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780541: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780547: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780552: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780557: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780563: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780569: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780574: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780580: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780585: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780591: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780935: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780942: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780947: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780952: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780957: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780963: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780968: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780973: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780978: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780984: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780989: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780994: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.780999: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781005: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781010: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781016: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781021: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781026: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781031: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781037: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781042: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781407: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781413: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781418: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781423: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781429: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781434: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781439: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781445: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781450: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781455: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781461: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781466: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781471: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781476: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781481: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781487: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781493: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781498: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781504: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781509: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781514: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781821: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781835: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781842: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781848: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781854: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781859: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781865: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781871: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781876: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781881: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781887: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781892: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781897: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781903: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781908: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781913: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781918: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781924: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781929: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781935: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.781940: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782437: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782444: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782450: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782455: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782460: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782465: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782470: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782475: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782481: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782486: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782491: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782497: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782503: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782508: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782513: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782518: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782523: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782858: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782865: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782870: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782876: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782885: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.782906: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783235: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783242: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783248: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783253: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783258: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783263: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783268: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783273: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783278: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783283: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783288: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783293: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783299: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783304: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783309: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783314: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783319: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783324: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783329: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783334: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783339: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783344: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783349: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.783354: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784160: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784179: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784187: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784192: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784197: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784203: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784211: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784217: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784223: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784229: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784236: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784246: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784255: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784265: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784275: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784284: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784292: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784300: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784308: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784314: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784319: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784324: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784330: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784335: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784900: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784917: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784923: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784932: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784937: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784943: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784949: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784958: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784966: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784972: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784980: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784986: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784991: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.784996: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785002: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785010: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785015: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785021: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785029: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785035: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785040: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785044: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785049: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785054: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785384: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785391: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785396: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785401: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785408: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785415: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785421: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785426: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785432: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785437: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785442: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785447: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785453: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785458: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785463: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785468: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785472: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785477: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785482: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785487: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785492: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785497: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785502: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785507: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785813: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785819: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785824: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785829: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785834: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785839: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785844: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785851: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785859: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785864: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785869: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785874: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785879: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785883: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785888: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785894: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785899: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785904: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785909: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785914: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785919: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785930: I tensorflow/core/common_runtime/placer.cc:114] mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785936: I tensorflow/core/common_runtime/placer.cc:114] Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785942: I tensorflow/core/common_runtime/placer.cc:114] Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.785948: I tensorflow/core/common_runtime/placer.cc:114] sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795486: I tensorflow/core/common_runtime/placer.cc:114] Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795519: I tensorflow/core/common_runtime/placer.cc:114] Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795532: I tensorflow/core/common_runtime/placer.cc:114] mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795543: I tensorflow/core/common_runtime/placer.cc:114] add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795556: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795590: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795601: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795625: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795659: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795829: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795857: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795867: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795879: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795893: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795927: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795938: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.795949: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796020: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796034: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796045: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796055: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796065: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796074: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796085: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796096: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796118: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796130: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796141: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796152: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796176: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796198: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796209: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796219: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796230: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796241: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796250: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796260: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796270: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796577: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796593: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796603: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796615: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796624: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796633: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796652: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796661: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796699: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796708: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796717: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796727: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796761: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796770: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796780: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.796790: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797511: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797531: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797544: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797556: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797567: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797577: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797588: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797608: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797619: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797630: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797639: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797649: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797659: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797668: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797677: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797702: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797714: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797726: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797738: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797749: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.797755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798437: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798459: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798513: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798558: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798589: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798599: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798606: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798624: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798631: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798965: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798976: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798983: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.798994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799014: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799020: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799026: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799032: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799038: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799044: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799049: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799056: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799066: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799077: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799096: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799102: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799108: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799122: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799133: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799220: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799228: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799234: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799239: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799246: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799258: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799279: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799285: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799291: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799302: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799308: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799322: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799370: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799391: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799412: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799655: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799666: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799672: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799692: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799711: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799717: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799724: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799743: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799749: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799754: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799759: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799765: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799777: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799782: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799788: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799793: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.799797: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800609: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800631: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800640: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800657: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800670: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800678: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800702: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800708: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800713: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800719: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800726: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800731: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800742: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800748: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800754: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800759: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.800770: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801014: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801021: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801026: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801032: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801037: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801053: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801059: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801064: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801074: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801079: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801089: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801094: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801100: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801112: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801118: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801123: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801129: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801134: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.801140: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806589: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806612: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806622: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806633: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806664: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806713: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806721: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806732: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806745: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806752: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.806764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807205: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807227: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807245: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807258: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807264: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807270: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807277: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807285: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807292: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807304: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807321: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807332: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807342: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807353: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807364: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807379: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807621: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807627: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807636: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807652: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807662: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807673: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807683: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807692: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807698: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807710: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807728: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807747: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.807773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808111: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808121: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808126: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808133: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808141: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808151: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808161: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808181: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808189: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808198: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808204: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808213: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808223: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808243: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808251: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808257: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808271: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808425: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808445: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808453: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_2_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808461: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808477: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808496: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808505: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808517: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808526: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808545: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808551: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808559: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.808588: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809055: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809074: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809084: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809109: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809130: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809137: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809161: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809167: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809174: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809184: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809194: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809205: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809214: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809228: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809239: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809681: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809703: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809710: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809715: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809725: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_1_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809736: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809746: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809758: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809765: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809774: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809780: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809790: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809799: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809807: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809816: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.809826: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810099: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810123: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810132: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810141: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810159: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810168: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810186: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810194: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810202: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810219: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810246: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810274: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810280: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810286: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810822: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810832: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810839: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810849: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810854: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810864: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810869: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810874: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810891: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810906: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810912: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810922: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.810933: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811136: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811140: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811155: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811162: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811167: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811173: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811178: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811184: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811189: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811194: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811199: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811205: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811216: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811227: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811647: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811658: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811667: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811673: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811678: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811688: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811699: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811705: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811710: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811715: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811721: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811726: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811731: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811741: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811750: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811758: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.811766: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812077: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812095: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812116: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812126: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812136: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812155: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812163: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812181: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812189: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812198: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812206: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812215: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812224: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812242: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812251: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812463: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812481: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812491: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812501: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812516: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812525: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812549: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812591: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812609: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812617: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.812626: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813304: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813331: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813352: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813362: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813389: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813394: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813416: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813426: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813443: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813449: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813522: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813531: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813552: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813569: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813586: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813592: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813599: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813608: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813618: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813627: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813633: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813639: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813644: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.813650: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814035: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814046: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814054: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814072: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814079: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814085: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814095: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814100: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814111: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814118: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814129: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814142: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814156: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814366: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814379: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814389: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814398: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814405: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814419: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814425: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814432: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814437: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814449: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814851: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814867: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814878: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814887: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814892: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814899: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814925: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814941: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814948: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814954: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814960: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814966: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814972: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814983: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.814994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815004: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815232: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815245: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815252: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815258: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815264: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815286: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815292: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815308: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815314: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815334: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815343: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815358: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815597: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815607: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815613: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815619: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815624: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815630: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815635: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815640: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815644: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815665: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815674: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815681: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815687: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815693: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815698: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.815709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816080: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816103: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816109: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816118: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816159: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816167: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816174: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816194: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816202: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816207: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816486: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816500: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816516: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816521: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816527: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816537: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816549: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816554: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816559: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816564: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816569: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816579: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816589: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816596: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816889: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816918: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816945: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816956: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816962: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816972: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816976: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816981: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816986: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.816993: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817003: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817013: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817021: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817350: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817394: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817404: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817412: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817423: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817434: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817471: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817476: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817489: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817494: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817742: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817748: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817760: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817770: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817780: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817787: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817793: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817804: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817809: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817814: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817819: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817825: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817830: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817836: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817841: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.817845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818179: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818194: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818202: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818211: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818218: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818228: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818239: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818245: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818260: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818285: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818291: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818301: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818307: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818511: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818545: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818556: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818561: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818577: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818582: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818587: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818593: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818604: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818609: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818619: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818886: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818893: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818902: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818925: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818930: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818941: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818952: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818957: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818964: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818973: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818990: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.818995: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819318: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819330: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819352: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819369: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819377: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819387: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819396: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819401: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819407: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819412: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819420: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819428: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819438: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819447: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819453: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819743: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819749: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819754: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819761: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819781: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819788: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819809: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819814: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819820: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819825: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819830: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.819840: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820058: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820078: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820086: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820092: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820101: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820112: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820117: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820123: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820133: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820143: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820156: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820161: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820167: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820179: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820625: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820641: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820647: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820655: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820663: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820670: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820676: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820682: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820700: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820719: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820728: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820734: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820739: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820751: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.820756: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821262: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821283: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821288: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821293: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821298: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821304: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821309: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821315: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821320: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821330: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821336: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821341: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821352: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821362: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821527: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821537: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821548: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821558: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821591: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821601: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821618: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821623: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821628: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821636: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821897: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821916: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821921: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821935: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821941: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821953: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821961: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821971: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821979: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821986: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821991: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.821997: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822004: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822347: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822353: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822370: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822375: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822385: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822392: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822401: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822411: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822420: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822440: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822817: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822839: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822850: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822860: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822870: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822887: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822893: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822899: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822903: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822920: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822925: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822947: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822957: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.822977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823454: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823462: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823472: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823477: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823494: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823505: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823513: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823518: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823528: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823549: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823554: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823559: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823564: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823569: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823894: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823900: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823934: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823939: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823948: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823953: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823959: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823964: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823969: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823974: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823979: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823984: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823989: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.823995: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824365: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824376: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824397: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824412: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824422: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824426: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824431: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824443: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824456: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824461: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824467: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824477: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824505: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824769: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824800: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824811: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824818: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824823: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824833: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824850: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824858: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824866: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824871: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824875: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824881: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824890: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824906: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824911: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.824917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825327: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825338: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825378: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825387: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825397: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825407: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825416: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825421: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825426: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825433: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825438: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825443: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825459: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825483: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825640: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825653: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825661: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825670: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825676: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825693: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825700: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825705: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825714: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825720: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825728: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825734: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825738: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825752: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825760: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825767: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.825776: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826130: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826143: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826151: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826157: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826184: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826192: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826201: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826211: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826219: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826225: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826242: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826248: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826273: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826288: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826635: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826647: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826657: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826666: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826673: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826678: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826683: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826689: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826699: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826708: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826714: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826723: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826730: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826742: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826747: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826758: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826964: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826972: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826981: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826987: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.826996: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827037: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827045: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827052: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827068: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827077: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827088: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827094: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827102: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827112: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827117: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827132: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827376: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827398: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827423: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827434: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827462: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827471: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827476: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827496: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827503: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827511: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827538: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827748: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827761: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827769: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827775: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827782: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827791: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827797: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827807: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827815: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827823: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827832: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827839: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827844: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827849: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827856: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827863: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827869: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827874: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827879: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827883: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827888: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827895: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.827907: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828185: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828195: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828203: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828216: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828221: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828226: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828232: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828237: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828243: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828251: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828261: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828266: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828273: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828282: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828293: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828302: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828310: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828323: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828329: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828557: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828567: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828591: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828609: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828618: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828627: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828635: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828641: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828646: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828651: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828655: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828660: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828665: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828710: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828719: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828890: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828903: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828916: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828924: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828930: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828942: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828950: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828960: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828970: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828985: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828991: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.828996: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829011: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829020: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829026: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829031: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829045: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829355: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829369: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829379: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829390: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829398: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829408: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829427: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829441: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829445: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829460: I tensorflow/core/common_runtime/placer.cc:114] beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829465: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829469: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829473: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829478: I tensorflow/core/common_runtime/placer.cc:114] beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829482: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829487: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829494: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829499: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829503: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829507: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.829986: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830003: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830008: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830013: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830017: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830022: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830026: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830031: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830035: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830039: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830044: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830048: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830052: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830057: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830061: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830066: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830070: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830074: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830079: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830087: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830095: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830104: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830112: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830263: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830273: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830278: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830282: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830286: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830290: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830294: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830298: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830303: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830307: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830313: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830319: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830324: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830328: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830332: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830338: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830345: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830353: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830360: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830367: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830374: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830381: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830386: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830727: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830736: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830740: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830745: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830749: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830753: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830758: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830762: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830767: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830773: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830779: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830783: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830787: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830791: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830797: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830812: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830821: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830828: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830832: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830836: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830841: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830847: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.830852: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831184: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831196: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831203: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831207: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831211: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831216: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831220: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831227: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831232: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831236: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831240: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831246: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831254: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831262: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831269: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831277: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831284: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831291: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831297: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831302: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831306: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831310: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831314: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831665: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831682: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831693: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831702: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831710: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831718: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831726: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831731: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831736: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831744: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831767: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831775: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831787: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831795: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831802: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831809: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831816: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831821: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831825: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831830: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831836: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831841: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.831847: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832142: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832150: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832157: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832163: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832170: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832179: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832186: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832193: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832201: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832208: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832216: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832220: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832224: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832228: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832235: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832242: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832249: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832257: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832264: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832271: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832279: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832286: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832293: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832467: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832478: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832485: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832494: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832501: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832508: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832516: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832527: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832533: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832537: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832543: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832549: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832553: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832561: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832567: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832575: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832583: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832590: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832597: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832604: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832611: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832890: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832898: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832905: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832910: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832917: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832924: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832932: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832940: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832947: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832955: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832962: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832969: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832977: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832984: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832992: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.832999: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833006: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833014: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833020: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833025: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833029: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833257: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833266: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833272: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833279: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833286: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833293: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833301: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833308: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833315: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833323: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833330: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833337: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833344: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833352: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833359: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833366: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833382: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833388: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833392: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833397: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833404: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833411: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833721: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833749: I tensorflow/core/common_runtime/placer.cc:114] Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833759: I tensorflow/core/common_runtime/placer.cc:114] init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833770: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833780: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833790: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833798: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833808: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833815: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833823: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833832: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833843: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833852: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833861: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833871: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833880: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833886: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833892: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833899: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833906: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833913: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833932: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833942: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.833951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834079: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834106: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834116: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834126: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834135: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834144: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834153: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834162: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834172: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834181: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834190: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834200: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834207: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834212: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834217: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834226: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834234: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834243: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834251: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834260: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834280: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834455: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834464: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834473: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834482: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834492: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834501: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834511: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834521: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834536: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834544: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834552: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834559: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834567: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834576: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834585: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834599: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834609: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834618: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834644: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834654: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834904: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834920: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834929: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834939: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834966: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834975: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834980: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834984: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834991: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.834999: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835007: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835015: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835034: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835053: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835059: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835064: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835070: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835077: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835279: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835289: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835297: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835305: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835313: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835321: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835329: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835337: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835345: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835355: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835365: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835374: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835384: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835394: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835403: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835410: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835415: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835420: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835428: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835436: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835444: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835454: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835868: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835881: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835891: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835932: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835938: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835946: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835954: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835963: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835982: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.835991: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836000: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836005: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836013: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836021: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836031: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836040: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836049: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836057: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836124: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836134: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836142: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836150: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836163: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836173: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836183: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836190: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836204: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836210: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836218: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836227: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836237: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836246: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836254: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836264: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836273: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836282: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836291: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836300: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.836309: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857925: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857954: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857960: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857970: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857976: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857991: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.857997: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858002: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858006: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858010: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858016: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858021: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858026: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858031: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858040: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858052: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858059: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858473: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858485: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858491: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858496: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858501: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858506: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858511: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858535: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858543: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858551: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858556: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858573: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858581: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858587: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858592: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858596: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858609: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858617: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858634: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858826: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858836: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858842: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858862: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858866: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858870: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858878: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858885: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858889: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858895: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858899: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858908: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858916: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858925: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858933: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858943: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858949: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858953: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.858959: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859074: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859085: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859094: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859100: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859105: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859110: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859114: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859119: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859126: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859132: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859136: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859141: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859146: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859153: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859160: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859168: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859177: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859186: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859204: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859211: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859472: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859493: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859500: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859506: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859511: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859518: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859524: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859529: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859534: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859539: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859543: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859549: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859556: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859562: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859567: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859575: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859584: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859592: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859597: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859602: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859822: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859834: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859844: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859851: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859856: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859861: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859869: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859875: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859880: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859885: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859890: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859894: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859901: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859907: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859919: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859927: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859936: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859943: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.859949: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860171: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860183: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860193: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860201: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860209: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860216: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860221: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860226: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860231: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860236: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860241: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860247: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860254: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860259: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860263: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860267: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860275: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860282: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860289: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860298: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860550: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860561: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_2_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860569: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860574: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860579: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860584: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860592: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860597: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860601: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860608: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860616: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860625: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860632: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860637: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860648: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860654: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860661: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860666: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860670: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860675: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860682: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860916: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860928: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860936: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860942: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860946: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860959: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860970: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860975: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860979: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860985: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860992: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.860997: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861003: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861011: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861019: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861027: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861035: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861041: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861259: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861279: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_1_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861287: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861292: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861298: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861306: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861312: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861317: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861321: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861326: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861331: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861338: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861344: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861348: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861356: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861364: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861373: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861381: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861387: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861609: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861630: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861637: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861659: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861665: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861670: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861674: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861679: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861687: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861692: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861697: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861704: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861712: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861720: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861727: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861736: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861956: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861981: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861988: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861993: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.861998: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862003: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862010: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862016: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862021: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862030: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862034: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862042: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862052: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862059: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862067: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862075: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862534: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862546: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862554: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862563: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862573: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862581: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862590: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862598: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862608: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862612: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862618: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862625: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862631: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862637: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862654: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862660: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862665: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862805: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862815: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862823: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862830: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862835: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862840: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862844: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862858: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862867: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862875: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862883: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862891: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862906: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862917: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.862927: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863342: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863360: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863367: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863373: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863377: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863387: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863393: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863398: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863403: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863418: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863427: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863435: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863442: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863449: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863456: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863463: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863470: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863477: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863746: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863760: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863767: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863773: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863780: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863787: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863794: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863802: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863810: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863819: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863828: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863834: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863842: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863850: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863864: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863872: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863885: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.863906: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864414: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864423: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864434: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864439: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864443: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864448: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864453: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864458: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864462: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864467: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864472: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864477: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864482: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864486: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864491: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864496: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864501: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864505: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864703: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864709: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864713: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864718: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864728: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864732: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864736: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864741: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864749: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864755: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864759: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864764: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864769: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864774: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864779: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864783: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864788: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.864793: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865144: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865149: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865153: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865158: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865163: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865167: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865171: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865175: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865180: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865184: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865188: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865193: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865198: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865202: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865207: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865212: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865216: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865221: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865225: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865230: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865425: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865430: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865434: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865441: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865446: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865451: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865456: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865461: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865466: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865470: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865475: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865480: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865484: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865489: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865493: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865498: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865503: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865512: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865819: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865829: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865834: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865838: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865843: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865858: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865863: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865867: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865872: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865876: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865881: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865888: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865893: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865903: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.865907: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866385: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866390: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866395: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866400: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866404: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866409: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866413: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866418: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866423: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866427: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866431: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866435: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866439: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866443: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866447: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866452: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866457: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866462: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866466: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866471: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866634: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866638: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866643: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866651: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866656: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866664: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866669: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866674: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866679: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866684: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866689: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866693: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866698: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866703: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866707: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866711: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866716: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866956: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866962: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866967: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866971: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866976: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866981: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866986: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866991: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.866996: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867000: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867005: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867010: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867015: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867019: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867024: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867028: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867033: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867038: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867442: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867448: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867453: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867458: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867462: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867467: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867472: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867476: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867481: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867486: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867490: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867495: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867500: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867504: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867512: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867516: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867525: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867530: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867781: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867787: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867792: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867802: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867806: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867810: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867815: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867819: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867823: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867828: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867833: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867840: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867845: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867850: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867855: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867864: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867869: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.867873: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868156: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868161: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868166: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868171: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868175: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868180: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868184: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868189: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868194: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868198: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868203: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868208: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868213: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868218: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868222: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868227: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868232: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868236: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868241: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868502: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868513: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868525: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868530: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868535: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868540: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868545: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868549: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868554: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868559: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868563: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868568: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868573: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868578: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868582: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868586: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.868590: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869010: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869015: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869020: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869030: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869035: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869039: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869049: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869054: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869058: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869063: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869068: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869073: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869078: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869095: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869100: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869104: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869283: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869291: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869296: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869301: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869306: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869315: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869320: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869325: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869330: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869334: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869339: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869344: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869348: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869355: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869360: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869365: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869370: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869710: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869719: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869724: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869729: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869739: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869744: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869756: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869761: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869766: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869771: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869776: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869782: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869789: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869794: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869798: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.869803: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870067: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870074: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870080: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870084: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870091: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870096: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870101: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870105: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870110: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870115: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870119: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870123: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870128: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870133: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870137: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870142: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870147: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870153: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870417: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870424: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870431: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870441: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870446: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870451: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870456: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870460: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870465: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870470: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870475: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870479: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870488: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870495: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870500: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870505: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870814: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870827: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870834: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870839: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870844: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870858: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870863: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870867: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870872: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870884: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870889: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870893: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870906: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.870912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871255: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871260: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871266: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871271: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871279: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871284: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871289: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871294: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871299: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871304: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871308: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871313: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871318: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871323: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871328: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871333: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871337: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871601: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871613: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871624: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871644: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871652: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871662: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871668: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871676: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871685: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871693: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871700: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871709: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871717: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871725: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871743: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.871751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872022: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872033: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872039: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872046: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872052: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872058: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872063: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872068: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872073: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872078: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872082: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872088: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872092: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872102: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872108: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872112: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872117: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872551: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872557: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872562: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872567: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872573: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872580: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872586: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872590: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872595: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872600: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872605: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872610: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872615: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872620: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872627: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872633: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872637: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872753: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872759: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872767: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872772: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872777: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872781: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872786: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872793: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872798: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872802: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872807: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872817: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872823: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872829: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872842: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872854: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.872864: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873252: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873280: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873286: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873292: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873301: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873310: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873317: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873322: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873326: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873332: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873337: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873342: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873346: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873351: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873355: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873359: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873363: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873367: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873372: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873579: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873592: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873598: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873607: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873612: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873617: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873631: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873636: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873640: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873645: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873649: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873656: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873668: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873674: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873681: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873686: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873691: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873960: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873978: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873988: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873992: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.873997: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874002: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874006: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874011: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874015: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874020: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874029: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874035: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874039: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874049: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874054: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874058: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874475: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874482: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874489: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874495: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874501: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874515: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874531: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874539: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874544: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874549: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874553: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874558: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874562: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874566: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874571: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874576: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874581: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874587: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874593: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874790: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874801: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874805: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874809: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874813: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874817: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874821: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874826: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874830: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874838: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874843: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874847: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874852: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874861: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874866: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874870: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874877: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874883: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.874888: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875251: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875257: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875262: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875267: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875273: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875278: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875282: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875288: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875295: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875304: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875319: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875324: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875329: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875333: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875338: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875343: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875348: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875352: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875356: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875360: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875507: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875514: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875519: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875531: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875539: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875546: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875551: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875556: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875560: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875565: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875569: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875577: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875585: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875591: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875597: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875602: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875607: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875611: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875616: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875625: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875851: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875867: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875876: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875882: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875892: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875900: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875909: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875917: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875927: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875931: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875935: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875939: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875943: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875947: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875952: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875959: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875963: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.875968: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876229: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876238: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876247: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876256: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876263: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876267: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876272: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876276: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876281: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876285: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876290: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876296: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876305: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876313: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876320: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876329: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876338: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876344: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876349: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876353: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876358: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876363: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876546: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876555: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876564: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876573: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876580: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876588: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876596: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876608: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876612: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876617: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876631: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876639: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876648: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876657: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876662: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876667: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876671: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876675: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876680: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876684: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.876689: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877029: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877037: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877045: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877053: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877061: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877069: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877075: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877080: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877085: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877094: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877099: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877103: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877108: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877113: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877120: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877128: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877135: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877141: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877145: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877150: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877154: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877159: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877163: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877291: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877297: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877303: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877313: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877321: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877326: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877331: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877336: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877341: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877347: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877356: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877365: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877370: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877376: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877382: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877386: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877391: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877396: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877400: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877404: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877409: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877417: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877425: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877432: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877631: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877640: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877649: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877659: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877668: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877677: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877686: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877694: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877702: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877710: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877718: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877724: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877729: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877738: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877742: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877746: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877750: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877755: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877759: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877764: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877769: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877774: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877778: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877974: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877980: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877984: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877989: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.877994: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878000: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878011: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878019: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878024: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878029: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878033: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878037: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878042: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878051: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878056: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878061: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878065: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878070: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878075: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878079: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878246: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878255: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878264: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878273: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878282: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878289: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878293: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878297: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878302: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878306: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878310: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878315: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878320: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878328: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878337: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878346: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878354: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878363: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878370: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878374: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878378: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878383: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878387: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878392: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878631: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878651: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878659: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878665: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878670: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878677: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878682: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878686: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878691: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878695: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878699: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878704: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878708: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878714: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878723: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878730: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878735: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878740: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878744: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878748: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878753: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.878757: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879001: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879008: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879012: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879016: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879021: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879027: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879034: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879042: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879048: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879053: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879058: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879062: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879066: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879070: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879074: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879078: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879083: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879087: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879091: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879095: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879099: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879103: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879313: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879321: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879328: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879336: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879342: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879346: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879351: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879355: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879359: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879363: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879367: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879371: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879376: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879380: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879388: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879410: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879417: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_1/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879422: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_2/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879426: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_3/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879430: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_4/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879434: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_5/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879751: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_6/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879763: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_7/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879770: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_8/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879774: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_9/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879779: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_10/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879782: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_11/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879786: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_12/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879790: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_13/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879794: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_14/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879798: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_15/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879802: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_16/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879806: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_17/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879813: I tensorflow/core/common_runtime/placer.cc:114] Momentum: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879819: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879824: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879829: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879834: I tensorflow/core/common_runtime/placer.cc:114] zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879842: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879847: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879851: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879856: I tensorflow/core/common_runtime/placer.cc:114] zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879861: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.879866: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880260: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880275: I tensorflow/core/common_runtime/placer.cc:114] zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880282: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880287: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880292: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880297: I tensorflow/core/common_runtime/placer.cc:114] zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880301: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880306: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880311: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880316: I tensorflow/core/common_runtime/placer.cc:114] zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880321: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880325: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880331: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880337: I tensorflow/core/common_runtime/placer.cc:114] zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880342: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880347: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880352: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880357: I tensorflow/core/common_runtime/placer.cc:114] zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880361: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880367: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880371: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880376: I tensorflow/core/common_runtime/placer.cc:114] zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880381: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880386: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880391: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880399: I tensorflow/core/common_runtime/placer.cc:114] zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880404: I tensorflow/core/common_runtime/placer.cc:114] Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880517: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880524: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880528: I tensorflow/core/common_runtime/placer.cc:114] concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880533: I tensorflow/core/common_runtime/placer.cc:114] sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880538: I tensorflow/core/common_runtime/placer.cc:114] mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880544: I tensorflow/core/common_runtime/placer.cc:114] truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880550: I tensorflow/core/common_runtime/placer.cc:114] sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880556: I tensorflow/core/common_runtime/placer.cc:114] concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880561: I tensorflow/core/common_runtime/placer.cc:114] sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880566: I tensorflow/core/common_runtime/placer.cc:114] mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880572: I tensorflow/core/common_runtime/placer.cc:114] truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880577: I tensorflow/core/common_runtime/placer.cc:114] sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880582: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880586: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880590: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880594: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880599: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880603: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880607: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880611: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880615: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880621: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880627: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880632: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880636: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880857: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880865: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880871: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880878: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880884: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880891: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880895: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880902: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880908: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880915: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880920: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880927: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880933: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880937: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880941: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880947: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880953: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880958: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880962: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880967: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.880971: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881198: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881203: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881209: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881215: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881219: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881223: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881227: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881231: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881235: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881239: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881243: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881248: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881256: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881262: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881266: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881270: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881274: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881278: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881283: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881287: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881290: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881486: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881494: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881499: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881503: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881507: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881512: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881516: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881520: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881524: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881528: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881532: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881536: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881540: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881545: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881551: I tensorflow/core/common_runtime/placer.cc:114] mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881556: I tensorflow/core/common_runtime/placer.cc:114] Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881561: I tensorflow/core/common_runtime/placer.cc:114] Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881566: I tensorflow/core/common_runtime/placer.cc:114] mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881582: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881588: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881593: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881847: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881870: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881875: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881890: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881897: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881904: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881912: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881922: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881926: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881930: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881934: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881939: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881943: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881947: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881955: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881962: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.881967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882099: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882108: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882115: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882124: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882129: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882136: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882140: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882148: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882158: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882162: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882169: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882174: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882179: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882191: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882196: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882480: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882485: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882495: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882502: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882510: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882516: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882536: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882546: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882551: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882555: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882559: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882563: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882577: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882897: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882907: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882912: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882920: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882934: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882939: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882949: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882954: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882959: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882964: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882972: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882976: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882981: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882986: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.882996: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883000: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883391: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883402: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883409: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883423: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883427: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883431: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883456: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883464: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883469: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883474: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883478: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883494: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883570: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883582: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883587: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883593: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883597: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883602: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883606: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883610: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883614: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883618: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883623: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883629: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883633: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883638: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883642: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883649: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883653: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883657: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883661: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883666: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883670: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883674: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883805: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883811: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883815: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883819: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883824: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883827: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883831: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883836: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883841: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883847: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883852: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883856: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883860: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883864: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883868: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883872: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883876: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883880: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883884: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883888: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883894: I tensorflow/core/common_runtime/placer.cc:114] Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883899: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883905: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883910: I tensorflow/core/common_runtime/placer.cc:114] Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.883916: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884155: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884164: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884171: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884176: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884181: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884186: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884191: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884201: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884206: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884212: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884220: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884225: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884230: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884237: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884244: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884253: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884257: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884261: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884265: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884273: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884575: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884581: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884588: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884594: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884599: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884604: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884609: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884615: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884627: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884632: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884636: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884640: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884645: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884650: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884654: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884658: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884667: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884672: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884676: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884855: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884862: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884868: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884883: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884894: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884899: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884903: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884907: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884911: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884915: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884920: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884927: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884933: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884937: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884941: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884946: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.884955: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885330: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885341: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885349: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885355: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885362: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885366: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885370: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885376: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885381: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885386: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885391: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885398: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885405: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885410: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885415: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885420: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885424: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885428: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885432: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885438: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885479: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885484: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885493: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885498: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885503: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885512: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885515: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885519: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885524: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885529: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885533: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885537: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885541: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885549: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885553: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885558: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885561: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885565: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885570: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885575: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885579: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885897: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885904: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885917: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885923: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885929: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885933: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885938: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885943: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885947: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885951: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885955: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885960: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885964: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885968: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885972: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885976: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885981: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885985: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885990: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885994: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.885998: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886002: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886264: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886271: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886275: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886279: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886283: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886287: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886291: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886295: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886300: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886304: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886308: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886312: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886316: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886320: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886324: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886328: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886332: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886336: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886340: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886344: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886351: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886358: I tensorflow/core/common_runtime/placer.cc:114] Momentum/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:06.886363: I tensorflow/core/common_runtime/placer.cc:114] Momentum/momentum: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_1: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_2: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_3: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_3: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_4: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_4: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_5: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_5: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_6: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_6: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_7: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_7: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_8: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_2: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_3: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_9: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_8: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_10: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_9: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_11: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_12: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_11: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_13: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_14: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_15: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_16: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_1/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_2/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_3/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_4/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_5/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_6/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_7/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_8/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_9/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_10/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_11/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_12/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_13/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_14/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_15/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_16/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_17/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum: (VarHandleOp): /job:localhost/re"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "u_pred, f_pred=preds\n",
     "u_pred, f_pred = predict(sess,X_star[:,0:1],X_star[:,1:2], u_pred, f_pred)\n",
@@ -14127,20 +793,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "2fae4a8d",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "f_pred mean =  0.17101209\n",
-      "Error u: 1.032300e-01\n",
-      "Percent error u:  10.323001326029981\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"f_pred mean = \", np.mean(f_pred))\n",
     "print('Error u: %e' % (error_u))\n",
@@ -14149,7 +805,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "a5c9d3c3",
    "metadata": {},
    "outputs": [],
@@ -14182,44 +838,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "de46f6ce",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "--------- Errors ---------\n",
-      "Percent error u:  10.323001326029981\n",
-      "--------------------------\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x1080 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x1080 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots(figsize=(15,15))\n",
     "ax.axis('off')\n",
@@ -14399,7 +1021,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "37b7826c",
    "metadata": {},
    "outputs": [],
@@ -14428,7 +1050,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "20519b79",
    "metadata": {},
    "outputs": [],
@@ -14442,21 +1064,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "11107983",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "usol shape =  (51, 101)\n",
-      "X has shape  (51, 101) , X_star has shape  (5151, 2)\n",
-      "Lower bounds of x,t:  [0. 0.]\n",
-      "Upper bounds of x,t:  [1.   0.25]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# This code duplicated from above incase you have been playing with parameters\n",
     "data = scipy.io.loadmat(\"Data/heatEquation_data.mat\")\n",
@@ -14520,13337 +1131,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "90247095",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Device mapping: no known devices.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-08-11 22:21:09.503261: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503302: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503319: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503331: I tensorflow/core/common_runtime/placer.cc:114] Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503344: I tensorflow/core/common_runtime/placer.cc:114] Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503355: I tensorflow/core/common_runtime/placer.cc:114] Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503366: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503377: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503388: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503399: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503411: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503425: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503436: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503464: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503475: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503485: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503496: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503504: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503515: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503532: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503544: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503555: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503565: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503574: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503586: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503596: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503607: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503619: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503629: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503639: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503651: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503661: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503671: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503681: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503690: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503699: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503709: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503716: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503723: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503734: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503745: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503755: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503767: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503778: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503787: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503798: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503805: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503816: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503824: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503830: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503839: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503850: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503861: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503869: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503881: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503892: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503902: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503913: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503923: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503931: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503942: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503952: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503960: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503970: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503976: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503983: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503990: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.503999: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504008: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504016: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504022: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504028: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504034: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504043: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504054: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504061: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504067: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504073: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504083: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504095: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504104: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504115: I tensorflow/core/common_runtime/placer.cc:114] concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504122: I tensorflow/core/common_runtime/placer.cc:114] sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504131: I tensorflow/core/common_runtime/placer.cc:114] mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504143: I tensorflow/core/common_runtime/placer.cc:114] truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504154: I tensorflow/core/common_runtime/placer.cc:114] sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504165: I tensorflow/core/common_runtime/placer.cc:114] MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504176: I tensorflow/core/common_runtime/placer.cc:114] MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504186: I tensorflow/core/common_runtime/placer.cc:114] Add/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504195: I tensorflow/core/common_runtime/placer.cc:114] Add: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504202: I tensorflow/core/common_runtime/placer.cc:114] Tanh: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504207: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504213: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504219: I tensorflow/core/common_runtime/placer.cc:114] Add_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504225: I tensorflow/core/common_runtime/placer.cc:114] Add_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504232: I tensorflow/core/common_runtime/placer.cc:114] Tanh_1: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504238: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504245: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504254: I tensorflow/core/common_runtime/placer.cc:114] Add_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504261: I tensorflow/core/common_runtime/placer.cc:114] Add_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504268: I tensorflow/core/common_runtime/placer.cc:114] Tanh_2: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504275: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504282: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504291: I tensorflow/core/common_runtime/placer.cc:114] Add_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504303: I tensorflow/core/common_runtime/placer.cc:114] Add_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504315: I tensorflow/core/common_runtime/placer.cc:114] Tanh_3: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504325: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504337: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504347: I tensorflow/core/common_runtime/placer.cc:114] Add_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504358: I tensorflow/core/common_runtime/placer.cc:114] Add_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504367: I tensorflow/core/common_runtime/placer.cc:114] Tanh_4: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504373: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504380: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504385: I tensorflow/core/common_runtime/placer.cc:114] Add_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504391: I tensorflow/core/common_runtime/placer.cc:114] Add_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504401: I tensorflow/core/common_runtime/placer.cc:114] Tanh_5: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504415: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504427: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504437: I tensorflow/core/common_runtime/placer.cc:114] Add_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504449: I tensorflow/core/common_runtime/placer.cc:114] Add_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504458: I tensorflow/core/common_runtime/placer.cc:114] Tanh_6: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504464: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504470: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504476: I tensorflow/core/common_runtime/placer.cc:114] Add_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504483: I tensorflow/core/common_runtime/placer.cc:114] Add_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504489: I tensorflow/core/common_runtime/placer.cc:114] Tanh_7: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504495: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504501: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504508: I tensorflow/core/common_runtime/placer.cc:114] Add_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504515: I tensorflow/core/common_runtime/placer.cc:114] Add_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504522: I tensorflow/core/common_runtime/placer.cc:114] concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504529: I tensorflow/core/common_runtime/placer.cc:114] sub_2: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504536: I tensorflow/core/common_runtime/placer.cc:114] mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504543: I tensorflow/core/common_runtime/placer.cc:114] truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504550: I tensorflow/core/common_runtime/placer.cc:114] sub_3: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504556: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504566: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504573: I tensorflow/core/common_runtime/placer.cc:114] Add_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504579: I tensorflow/core/common_runtime/placer.cc:114] Add_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504586: I tensorflow/core/common_runtime/placer.cc:114] Tanh_8: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504591: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504598: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504603: I tensorflow/core/common_runtime/placer.cc:114] Add_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504612: I tensorflow/core/common_runtime/placer.cc:114] Add_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504621: I tensorflow/core/common_runtime/placer.cc:114] Tanh_9: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504627: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504634: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504640: I tensorflow/core/common_runtime/placer.cc:114] Add_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504646: I tensorflow/core/common_runtime/placer.cc:114] Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504656: I tensorflow/core/common_runtime/placer.cc:114] Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504666: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504678: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504688: I tensorflow/core/common_runtime/placer.cc:114] Add_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504699: I tensorflow/core/common_runtime/placer.cc:114] Add_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504707: I tensorflow/core/common_runtime/placer.cc:114] Tanh_11: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504712: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504719: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504725: I tensorflow/core/common_runtime/placer.cc:114] Add_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504749: I tensorflow/core/common_runtime/placer.cc:114] Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504756: I tensorflow/core/common_runtime/placer.cc:114] Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504762: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504768: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504774: I tensorflow/core/common_runtime/placer.cc:114] Add_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504784: I tensorflow/core/common_runtime/placer.cc:114] Add_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504791: I tensorflow/core/common_runtime/placer.cc:114] Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504799: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504811: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504821: I tensorflow/core/common_runtime/placer.cc:114] Add_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504831: I tensorflow/core/common_runtime/placer.cc:114] Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504839: I tensorflow/core/common_runtime/placer.cc:114] Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504844: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504850: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504856: I tensorflow/core/common_runtime/placer.cc:114] Add_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504864: I tensorflow/core/common_runtime/placer.cc:114] Add_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504876: I tensorflow/core/common_runtime/placer.cc:114] Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504882: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504888: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504893: I tensorflow/core/common_runtime/placer.cc:114] Add_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504902: I tensorflow/core/common_runtime/placer.cc:114] Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504913: I tensorflow/core/common_runtime/placer.cc:114] gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504919: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504927: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504936: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504948: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504958: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504967: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504976: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504982: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504988: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.504994: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505000: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505005: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505011: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505016: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505022: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505027: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505032: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505037: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505043: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505052: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505058: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505064: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505069: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505075: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505080: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505085: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505093: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505104: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505115: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505124: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505134: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505144: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505151: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505160: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505168: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505176: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505181: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505186: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505192: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505197: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505203: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505210: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505215: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505220: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505226: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505231: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505236: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505243: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505253: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505263: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505274: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505286: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505295: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505302: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505307: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505313: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505318: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505323: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505328: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505334: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505339: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505345: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505350: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505356: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505361: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505366: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505371: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505377: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505388: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505398: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505408: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505419: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505426: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505434: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505444: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505453: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505461: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505466: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505472: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505477: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505483: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505489: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505494: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505499: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505504: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505510: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505515: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505523: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505528: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505533: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505539: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.505555: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505561: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505566: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505571: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.505581: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505587: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505593: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505599: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505605: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505614: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505623: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505633: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505642: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505652: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505659: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505667: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.505693: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505699: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505704: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505709: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505715: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505720: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505725: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505731: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.505760: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505770: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505780: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505789: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505796: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.505813: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505818: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.505828: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505833: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505839: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505846: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505851: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505856: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505861: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505869: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505879: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505887: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505897: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505907: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505916: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.505934: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505943: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505953: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505963: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505969: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505974: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505979: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505984: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505989: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505994: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.505999: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506005: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506010: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506015: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506020: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506025: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506030: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506036: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506041: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506046: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506051: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506056: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506065: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506074: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506084: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506091: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506096: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506103: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506109: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506114: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506119: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506124: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506129: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506134: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506142: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506147: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506172: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506183: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506194: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506204: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506213: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506220: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506225: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506230: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506237: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506245: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506253: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506262: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506272: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506281: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506289: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506298: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506307: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506316: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506326: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506334: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506343: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506352: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506363: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506373: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506381: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506386: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506392: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506401: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506407: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506413: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506418: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506423: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506428: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506435: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506445: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506454: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506463: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506473: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506481: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506490: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506500: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506510: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506519: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506536: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506543: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506549: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506554: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506559: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506565: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506570: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506576: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506581: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506586: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506592: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506600: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506610: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506620: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506628: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506635: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506640: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506646: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506651: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506656: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506662: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506667: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506673: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506678: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506683: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506690: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506700: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506709: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506719: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506728: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506735: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506741: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506746: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506751: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506757: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506762: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506767: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506773: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506778: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506786: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506796: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506806: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506814: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506820: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506827: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506834: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506839: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506844: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506850: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506855: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506860: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506865: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506871: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506876: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506884: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506893: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506903: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506912: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506918: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506923: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506929: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506934: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506939: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506945: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506950: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.506956: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507043: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507064: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507073: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507079: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507084: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507090: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507095: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507100: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507106: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507112: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507117: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507123: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507128: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507133: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507138: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507143: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507152: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507158: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507166: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507175: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507185: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507830: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507840: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507845: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507851: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507861: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507867: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507873: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507879: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507884: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507890: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507895: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507901: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507909: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507919: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507929: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507936: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507942: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507947: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507953: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.507958: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508515: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508530: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508540: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508551: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508560: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508570: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508580: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508592: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508598: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508603: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508608: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508615: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508621: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508626: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508631: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508636: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508642: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508647: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508652: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508657: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508663: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.508668: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509357: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509376: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509388: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509396: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509403: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509409: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509414: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509420: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509425: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509430: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509435: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509441: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509446: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509451: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509456: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509465: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509475: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509485: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509492: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509498: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.509503: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510046: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510068: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510077: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510083: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510089: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510096: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510102: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510107: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510112: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510118: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510123: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510130: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510139: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510149: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510159: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510169: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510179: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510190: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510199: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510205: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.510210: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511029: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511057: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511065: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511070: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511076: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511085: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511094: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511105: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511114: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511123: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511132: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511142: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511152: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511162: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511172: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511181: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511189: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511198: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511270: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511281: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511290: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511303: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511679: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511704: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511717: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511726: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511736: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511747: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511757: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511763: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511771: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511776: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511782: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511787: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511793: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511798: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511804: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511809: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511814: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511820: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511825: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511830: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.511835: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512073: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512081: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512087: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512192: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512206: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512215: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512221: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512226: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512231: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512237: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512242: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512248: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512253: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512258: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512263: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512278: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512286: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512296: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512306: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512312: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512318: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512519: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512537: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512548: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512558: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512566: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512575: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512583: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512591: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512599: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512609: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512619: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512630: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512638: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512646: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512652: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512657: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512663: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512669: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512676: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512681: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512686: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.512692: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513324: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513347: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513353: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513359: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513364: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513372: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513414: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513423: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513431: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513436: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513441: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513446: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513451: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513460: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513467: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513473: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513478: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513484: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513489: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513497: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513504: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513509: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513515: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.513522: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514234: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514257: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514268: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514281: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514290: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514299: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514305: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514310: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514315: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514322: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514332: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514341: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514352: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514361: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514368: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514373: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514379: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514387: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514393: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514400: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514409: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514418: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514426: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514435: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514747: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514763: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514773: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514779: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514784: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514789: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514794: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514799: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514804: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514809: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514814: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514822: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514830: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514836: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514841: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514846: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514851: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514861: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514866: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514871: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514876: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514881: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.514886: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522921: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522944: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522954: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522961: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522966: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522971: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522976: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522981: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522986: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522991: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.522995: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523000: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523005: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523010: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523014: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523019: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523024: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523029: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523034: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523039: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523043: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523048: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523053: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523058: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523646: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523659: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523665: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523670: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523676: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523681: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523686: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523691: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523697: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523702: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523707: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523712: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523717: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523722: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523727: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523735: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523740: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523745: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523750: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523756: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523765: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523771: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523776: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.523781: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524235: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524248: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524264: I tensorflow/core/common_runtime/placer.cc:114] mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524272: I tensorflow/core/common_runtime/placer.cc:114] Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524279: I tensorflow/core/common_runtime/placer.cc:114] Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524285: I tensorflow/core/common_runtime/placer.cc:114] sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524291: I tensorflow/core/common_runtime/placer.cc:114] Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524297: I tensorflow/core/common_runtime/placer.cc:114] Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524304: I tensorflow/core/common_runtime/placer.cc:114] mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524310: I tensorflow/core/common_runtime/placer.cc:114] add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524323: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524329: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524341: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524348: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524364: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524370: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524376: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524391: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524399: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524405: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524411: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524621: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524628: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524634: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524640: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524647: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524657: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524663: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524669: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524681: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524686: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524705: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524711: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524717: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524723: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524741: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524746: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524752: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.524758: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525268: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525277: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525282: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525289: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525294: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525301: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525307: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525312: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525318: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525324: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525330: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525352: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525358: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525364: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525370: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525376: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525393: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.525408: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526375: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526402: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526420: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526447: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526453: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526463: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526476: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526481: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526500: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526511: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526521: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526570: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526579: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526588: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526597: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526607: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526618: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526956: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526966: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526974: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526989: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.526998: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527007: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527017: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527027: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527035: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527043: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527049: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527054: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527059: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527068: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527075: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527101: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527116: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.527128: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528037: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528072: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528082: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528091: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528100: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528145: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528155: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528236: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528247: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528259: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528277: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528288: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528298: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528309: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528320: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528326: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528367: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528374: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528386: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528392: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528397: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528402: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528408: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528418: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528423: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528441: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528458: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528465: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528471: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528477: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528488: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528493: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528837: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528852: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528862: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528871: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528889: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528898: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528907: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528916: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528925: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528933: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528942: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528952: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528959: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528985: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.528994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529002: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529011: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529020: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529365: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529378: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529383: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529393: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529398: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529403: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529409: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529419: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529464: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529469: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529496: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529501: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529772: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529796: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529802: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529808: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529813: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529819: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529828: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529834: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529840: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529857: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529870: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529875: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529891: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529902: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.529914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535612: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535622: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535632: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535641: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535656: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535666: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535693: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535710: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535719: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535727: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535745: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535763: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535779: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535787: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.535794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536085: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536100: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536110: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536119: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536128: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536137: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536155: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536173: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536191: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536199: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536218: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536227: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536239: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536247: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536756: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536777: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536791: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536802: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536808: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536815: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536820: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536827: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536832: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536838: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536844: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536853: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536860: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536866: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536872: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536878: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536883: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536889: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536895: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536903: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.536909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537121: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537127: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537132: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537138: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537143: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537148: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537159: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537165: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537171: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537180: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537191: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537200: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537212: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537221: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537229: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537241: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537246: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537393: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537399: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537404: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537409: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537415: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537424: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537430: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_2_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537442: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537462: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537486: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537496: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537506: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537515: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537524: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537953: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537963: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537970: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537979: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537985: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537993: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.537998: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538003: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538009: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538014: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538019: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538030: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538042: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538055: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538063: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538075: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538081: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538498: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538503: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538514: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538546: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_1_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538552: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538557: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538563: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538569: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538579: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538594: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538603: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.538611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539057: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539074: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539081: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539091: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539099: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539105: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539126: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539137: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539142: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539147: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539158: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539169: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539176: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539495: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539510: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539530: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539548: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539557: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539564: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539573: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539594: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539603: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539613: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539623: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539631: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539642: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539649: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539657: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539664: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539669: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539691: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539698: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539714: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539719: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539725: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539730: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539734: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539740: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539748: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539756: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539766: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539775: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539781: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539787: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539793: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539809: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539814: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.539820: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541126: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541157: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541163: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541171: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541193: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541199: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541206: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541211: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541217: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541228: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541236: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541243: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541248: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541259: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541266: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541724: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541739: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541751: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541761: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541782: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541804: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541814: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541824: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541834: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541855: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541875: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541887: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541898: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.541915: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542240: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542258: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542270: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542280: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542289: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542295: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542309: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542314: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542328: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542334: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542345: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542358: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542378: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542834: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542867: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542878: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542884: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542888: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542895: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542902: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542915: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542929: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542939: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542952: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542957: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542964: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542969: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542976: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542985: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.542994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543517: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543537: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543554: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543561: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543567: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543573: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543579: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543593: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543601: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543607: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543613: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543619: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543624: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543630: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543650: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.543661: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544118: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544133: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544141: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544147: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544158: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544189: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544196: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544204: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544212: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544221: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544230: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544239: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544249: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544262: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544647: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544664: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544678: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544692: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544700: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544705: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544719: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544740: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544752: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544767: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544775: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544791: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544797: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.544803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545293: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545299: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545305: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545311: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545327: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545333: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545345: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545360: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545366: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545371: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545381: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545391: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545409: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545747: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545762: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545787: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545808: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545818: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545829: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545838: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545849: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545870: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545891: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545916: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.545925: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546176: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546198: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546215: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546221: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546227: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546239: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546244: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546250: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546258: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546263: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546276: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546285: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546307: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546321: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546610: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546628: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546638: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546645: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546651: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546656: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546662: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546677: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546683: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546688: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546695: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546708: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546728: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546739: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546749: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.546757: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547081: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547095: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547100: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547113: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547123: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547134: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547173: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547181: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547192: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547201: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547211: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547230: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547240: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547673: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547691: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547710: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547719: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547728: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547740: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547750: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547757: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547763: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547770: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547784: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547790: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547798: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547813: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547818: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547825: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.547845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548018: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548034: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548055: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548061: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548080: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548089: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548098: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548108: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548118: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548128: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548140: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548159: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548165: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548173: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548425: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548456: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548493: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548499: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548505: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548510: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548519: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548526: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548537: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548544: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548554: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548564: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548584: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548961: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548975: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548986: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.548996: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549011: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549018: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549025: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549031: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549042: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549056: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549063: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549077: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549086: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549096: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549467: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549481: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549504: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549515: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549524: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549546: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549561: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549572: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.549578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550034: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550049: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550057: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550062: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550071: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550078: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550084: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550093: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550103: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550124: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550132: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550138: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550147: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550159: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550168: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550381: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550391: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550412: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550418: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550424: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550432: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550449: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550461: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550476: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550481: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550489: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550904: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550920: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550935: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550950: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550956: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550978: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550988: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.550997: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551008: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551016: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551022: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551029: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551039: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551049: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551070: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551525: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551552: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551560: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551569: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551586: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551595: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551603: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551612: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551622: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551632: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551641: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551651: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551660: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551667: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551822: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551831: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551854: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551871: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551876: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551883: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551889: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551894: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551900: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551906: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551911: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.551928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552407: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552421: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552430: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552440: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552463: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552491: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552500: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552506: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552511: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552517: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552525: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552536: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552546: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552556: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552568: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552975: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.552990: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553012: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553023: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553033: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553049: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553055: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553061: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553066: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553070: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553076: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553082: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553087: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553093: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553099: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553394: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553402: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553408: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553419: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553424: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553438: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553470: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553481: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553492: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553777: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553783: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553789: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553795: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553800: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553811: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553816: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553822: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553827: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553833: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553838: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553843: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553849: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553854: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553864: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553869: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.553878: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554290: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554302: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554308: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554330: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554341: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554379: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554390: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554780: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554788: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554792: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554797: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554802: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554807: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554812: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554817: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554823: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554828: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554834: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554839: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554853: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554864: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554869: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554874: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.554890: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555149: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555155: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555161: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555172: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555176: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555181: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555186: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555191: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555195: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555200: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555206: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555211: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555216: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555228: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555238: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555243: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555248: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555638: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555645: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555650: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555655: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555661: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555666: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555672: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555689: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555699: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555715: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555720: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555726: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555731: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555736: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555742: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.555747: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556223: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556243: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556249: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556257: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.556274: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557114: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557132: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557140: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557145: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557157: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557175: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557189: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557195: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557200: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557206: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557216: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557240: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557246: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557251: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557257: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557263: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557269: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557274: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557279: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557285: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557290: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557311: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557320: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557328: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557334: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557345: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557350: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557374: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557379: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557389: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557395: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557415: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557424: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557433: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557443: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557449: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557464: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557471: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557478: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557495: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557503: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557513: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557522: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557531: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557555: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557565: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557574: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557582: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557589: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557597: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557607: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557616: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557626: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557635: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557644: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557704: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557716: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557724: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557737: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557746: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557763: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557775: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557795: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557816: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557826: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557839: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557853: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557866: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557874: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557882: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557890: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557910: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.557920: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558034: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558044: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558054: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558064: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558075: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558086: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558096: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558117: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558136: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558142: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558150: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558156: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558161: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558173: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558192: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558203: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558213: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558644: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558658: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558668: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558679: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558700: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558709: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558721: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558732: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558742: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558787: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558800: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558809: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558819: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558829: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558838: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558869: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558875: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558881: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558887: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.558906: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559427: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559445: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559454: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559475: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559493: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559500: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559508: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559517: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559524: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559532: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559547: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559561: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559570: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559581: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559587: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559592: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559597: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559602: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559610: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559882: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559892: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559898: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559907: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559913: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559923: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559934: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559940: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559957: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559963: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559973: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559979: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559984: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559989: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.559999: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560010: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560545: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560555: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560564: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560587: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560598: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560608: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560620: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560625: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560631: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560659: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560665: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560670: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560695: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560983: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.560995: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561012: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561018: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561030: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561046: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561051: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561057: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561073: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561078: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561088: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561094: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561098: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561104: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561109: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561115: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561489: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561503: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561514: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561519: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561524: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561535: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561546: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561551: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561559: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561566: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561583: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561588: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561593: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561598: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561603: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561608: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561616: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561620: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561625: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561844: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561850: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561855: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561860: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561865: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561869: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561875: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561879: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561884: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561889: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561893: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561898: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561903: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561907: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561912: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561917: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561922: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561926: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561931: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561936: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561941: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.561946: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562303: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562322: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562332: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562337: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562341: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562346: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562351: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562356: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562360: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562367: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562374: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562379: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562384: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562389: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562399: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562408: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562416: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562425: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562432: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562440: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562448: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562453: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562914: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562933: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562938: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562943: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562948: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562952: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562957: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562962: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562967: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562971: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562976: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562981: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562986: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562991: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.562995: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563000: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563005: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563009: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563014: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563019: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563023: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563028: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563127: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563133: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563138: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563143: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563148: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563152: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563157: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563162: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563167: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563173: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563183: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563192: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563201: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563209: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563218: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563226: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563243: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563248: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563276: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563283: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563290: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563299: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563656: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563664: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563669: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563673: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563678: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563683: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563687: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563692: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563696: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563701: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563705: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563710: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563714: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563719: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563724: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563728: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563732: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563738: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563742: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563747: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563752: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563756: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563866: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563871: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563875: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563880: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563888: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563896: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563901: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563906: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563910: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563917: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563925: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563934: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563941: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563949: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563957: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563962: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563967: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563973: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563980: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563985: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.563989: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564211: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564222: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564230: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564238: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564244: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564248: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564253: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564261: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564266: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564271: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564275: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564280: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564284: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564291: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564297: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564302: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564307: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564316: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564329: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564337: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564344: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564561: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564572: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564580: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564589: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564594: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564599: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564606: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564612: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564617: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564621: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564626: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564630: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564638: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564643: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564647: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564663: I tensorflow/core/common_runtime/placer.cc:114] Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564674: I tensorflow/core/common_runtime/placer.cc:114] init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564685: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564692: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564700: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564707: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564714: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564733: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564889: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564895: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564901: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564907: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564914: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564928: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564934: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564942: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564960: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564971: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564980: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564986: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564992: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.564997: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565006: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565014: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565020: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565032: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565040: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565046: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.565054: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589204: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589226: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589233: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589239: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589245: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589251: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589256: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589262: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589269: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589276: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589282: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589292: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589302: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589321: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589331: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589338: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589344: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589352: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589361: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589371: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589379: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589388: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589835: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589852: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589861: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589868: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589885: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589890: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589896: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589908: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589913: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589919: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589928: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589934: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589940: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589945: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589966: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589972: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589977: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.589983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590754: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590776: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590786: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590795: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590803: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590833: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590843: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590862: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590871: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590880: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590889: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590899: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590909: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590917: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590926: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590934: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590942: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590950: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.590958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591103: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591111: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591117: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591124: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591134: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591141: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591147: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591159: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591168: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591175: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591181: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591187: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591202: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591208: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591214: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591222: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591229: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591235: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591240: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591544: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591568: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591579: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591596: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591619: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591630: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591639: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591649: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591660: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591671: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591681: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591691: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591701: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591709: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591718: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591727: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591735: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591744: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591754: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591762: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591771: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591780: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591791: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591800: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591811: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591826: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591837: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591866: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591877: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591908: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591918: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591928: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591938: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591947: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591969: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591978: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591984: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591990: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.591995: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.592978: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593004: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593027: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593032: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593040: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593046: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593051: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593058: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593064: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593071: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593078: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593084: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593094: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593102: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593112: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593122: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593134: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593145: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593154: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593163: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.593983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594003: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594013: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594021: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594026: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594032: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594038: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594050: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594055: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594061: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594066: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594072: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594078: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594096: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594101: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594107: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594113: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594118: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594123: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594363: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594373: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594381: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594388: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594393: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594400: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594405: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594417: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594423: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594446: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594451: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594460: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594466: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594472: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594477: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594489: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594494: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594499: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594937: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594952: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594963: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594979: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594985: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594990: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.594994: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595000: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595009: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595024: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595030: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595041: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595052: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595059: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595065: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595070: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595307: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595325: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595333: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595339: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595345: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595354: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595361: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595367: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595373: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595378: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595386: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595394: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595404: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595413: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595418: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595423: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595438: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595445: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595451: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595457: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595936: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595945: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595967: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595978: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595984: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595990: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.595995: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596001: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596007: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596012: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596022: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596028: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596037: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596043: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596049: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596059: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596302: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596318: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596324: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596333: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596340: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596348: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596354: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596359: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596364: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596370: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596375: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596380: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596386: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596392: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596398: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_2_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596405: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596417: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596423: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596894: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596905: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596910: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596916: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596928: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596934: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596940: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596963: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596968: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596979: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596992: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.596998: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597003: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597008: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597013: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597018: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597026: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597485: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597497: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597504: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597509: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597515: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597526: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597532: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597537: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597543: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597548: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597554: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597559: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597565: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597571: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597576: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597581: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_1_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597587: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597593: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597819: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597826: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597835: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597842: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597854: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597863: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597869: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597880: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597886: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597891: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597897: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597903: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597908: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597914: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597920: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597930: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597937: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.597943: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598197: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598207: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598215: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598221: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598230: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598238: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598244: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598250: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598256: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598262: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598269: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598275: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598281: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598288: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598294: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598301: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598306: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598317: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598324: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598773: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598793: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598799: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598806: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598818: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598829: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598835: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598841: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598847: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598864: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598870: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598877: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598883: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598888: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598893: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598899: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598905: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.598911: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599138: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599148: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599156: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599161: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599167: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599173: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599178: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599184: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599190: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599201: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599207: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599213: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599219: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599226: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599237: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599244: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599254: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599260: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599643: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599651: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599656: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599665: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599673: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599683: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599692: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599702: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599712: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599721: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599727: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599733: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599738: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599744: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599752: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599759: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599765: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599771: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.599776: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600187: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600215: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600227: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600237: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600247: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600256: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600266: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600272: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600277: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600292: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600305: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600316: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600326: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600336: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600346: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600358: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600370: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600379: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600385: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600563: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600569: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600574: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600580: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600585: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600591: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600596: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600602: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600607: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600613: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600618: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600623: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600631: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600640: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600646: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600652: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600658: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.600669: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601103: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601109: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601115: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601120: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601126: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601131: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601137: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601142: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601148: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601153: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601158: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601163: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601169: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601174: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601180: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601185: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601190: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601202: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601686: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601693: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601699: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601705: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601710: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601715: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601721: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601727: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601732: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601738: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601743: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601757: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601763: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601768: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601774: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601779: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601784: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601789: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601926: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601949: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601954: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601959: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601964: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601969: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601974: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601980: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601986: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601992: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.601998: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602004: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602010: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602016: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602021: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602027: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602032: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602037: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602042: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602054: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602384: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602390: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602395: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602403: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602409: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602415: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602420: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602426: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602431: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602436: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602441: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602447: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602453: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602458: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602463: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602469: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602474: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602480: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602486: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602855: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602863: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602869: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602885: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602890: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602895: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602901: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602907: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602913: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602918: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602924: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602930: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602936: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602942: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602947: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602953: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.602958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603531: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603542: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603547: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603553: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603559: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603564: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603569: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603574: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603578: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603583: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603588: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603594: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603600: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603605: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603611: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603616: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603631: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603637: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603794: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603800: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603806: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603818: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603823: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603829: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603834: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603843: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603849: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603855: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603860: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603865: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603870: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603876: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603881: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603892: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.603897: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604372: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604379: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604385: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604391: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604397: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604403: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604409: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604415: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604420: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604426: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604432: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604443: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604449: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604455: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604461: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604467: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604473: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604479: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604658: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604668: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604674: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604679: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604684: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604689: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604694: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604698: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604703: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604708: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604713: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604719: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604725: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604730: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.604735: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605206: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605213: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605218: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605223: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605228: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605232: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605238: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605244: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605255: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605260: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605266: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605271: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605279: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605285: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605291: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605296: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605301: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605306: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605569: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605575: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605580: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605585: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605590: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605596: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605601: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605607: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605613: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605618: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605624: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605629: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605640: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605645: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605650: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605655: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605661: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.605667: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606034: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606042: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606048: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606053: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606061: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606067: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606073: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606078: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606084: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606094: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606100: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606105: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606110: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606115: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606119: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606124: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606129: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606134: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606139: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606574: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606592: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606612: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606622: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606633: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606672: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606681: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606691: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606700: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606709: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606717: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606726: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606735: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606747: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.606757: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607066: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607079: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607087: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607093: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607098: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607104: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607110: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607116: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607121: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607129: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607135: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607140: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607146: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607152: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607158: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607163: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607169: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607174: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607737: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607754: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607766: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607776: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607786: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607793: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607800: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607806: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607814: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607819: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607825: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607831: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607838: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607847: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607865: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.607870: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608710: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608731: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608738: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608743: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608749: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608756: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608761: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608766: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608771: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608779: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608785: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608791: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608802: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608807: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608813: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608818: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.608993: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609000: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609013: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609028: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609042: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609053: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609063: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609072: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609081: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609099: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609108: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609114: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609119: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609126: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609134: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609591: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609614: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609624: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609643: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609648: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609654: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609664: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609673: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609679: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609684: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609691: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609696: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609702: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609711: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609717: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.609723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610405: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610419: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610426: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610433: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610440: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610450: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610461: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610471: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610478: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610489: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610495: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610500: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610506: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610512: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610517: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610522: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610544: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610552: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610810: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610837: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610877: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610888: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610894: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610923: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610933: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610944: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610954: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610976: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.610988: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611460: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611475: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611488: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611499: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611505: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611515: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611526: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611538: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611548: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611559: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611570: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611581: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611588: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611596: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611606: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611623: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611646: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611792: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611802: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611809: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611818: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611829: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611839: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611851: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611861: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611871: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611882: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611892: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611924: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611934: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611944: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611954: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.611962: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612333: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612351: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612362: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612373: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612384: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612390: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612396: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612406: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612421: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612434: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612444: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612455: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612466: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612475: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612491: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612501: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612511: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612523: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612980: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.612993: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613004: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613016: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613054: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613065: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613074: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613093: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613102: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613111: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613118: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613126: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613137: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613148: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613158: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613168: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613259: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613275: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613287: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613297: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613307: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613318: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613329: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613337: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613342: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613350: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613359: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613371: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613381: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613390: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613399: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613407: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613416: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613421: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613428: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613445: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613822: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613833: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613843: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613854: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613865: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613875: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613884: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613894: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613903: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613910: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613918: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613926: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613938: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613959: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613969: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613981: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613987: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.613994: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614001: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614009: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614263: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614278: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614289: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614300: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614321: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614332: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614343: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614352: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614361: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614370: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614375: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614384: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614392: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614401: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614422: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614432: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614443: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614451: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614460: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614732: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614746: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614756: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614769: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614780: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614791: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614801: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614808: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614817: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614827: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614843: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614862: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614873: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614881: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614886: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614893: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614901: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614908: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614918: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.614927: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615207: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615220: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615230: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615239: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615257: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615264: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615277: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615287: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615296: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615306: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615317: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615328: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615337: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615346: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615356: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615366: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615377: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615386: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615396: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615648: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615670: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615676: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615685: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615690: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615695: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615699: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615704: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615710: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615716: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615721: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615728: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615737: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615748: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615758: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615766: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615772: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615777: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615782: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.615788: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616005: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616027: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616038: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616046: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616052: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616058: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616062: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616067: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616072: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616077: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616082: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616087: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616093: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616098: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616104: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616109: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616115: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616120: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616129: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616134: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616654: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616673: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616682: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616689: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616695: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616701: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616707: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616712: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616718: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616729: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616740: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616745: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616757: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616763: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616774: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616782: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616789: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616801: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616806: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616928: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616934: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616940: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616945: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616962: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616968: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616979: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616985: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616991: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.616998: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617002: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617007: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617012: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617022: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617031: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617040: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617049: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617057: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617066: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617074: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617331: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617345: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617355: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617365: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617375: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617385: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617394: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617402: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617421: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617438: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617448: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617457: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617463: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617468: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617473: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617478: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617489: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617496: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617502: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617514: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617705: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617713: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617718: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617724: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617729: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617739: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617744: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617749: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617755: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617760: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617766: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617771: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617776: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617784: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617793: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617798: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617803: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617822: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617833: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617842: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617851: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.617857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618130: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618141: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618147: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618152: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618159: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618168: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618178: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618188: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618195: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618202: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618209: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618214: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618219: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618225: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618233: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618239: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618245: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618250: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618257: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618265: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618271: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618278: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618285: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618291: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618485: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618493: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618498: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618504: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618513: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618518: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618523: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618536: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618542: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618548: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618557: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618566: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618572: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618578: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618612: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618629: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618637: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618656: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618665: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618671: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618910: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618923: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618934: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618944: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618952: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618962: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618971: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618980: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618988: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618993: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.618999: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619004: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619013: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619019: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619024: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619030: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619038: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619056: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619066: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619075: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619081: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619086: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619285: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619291: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619295: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619300: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619305: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619309: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619318: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619325: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619330: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619335: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619343: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619350: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619358: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619366: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619373: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619379: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619383: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619388: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619393: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619400: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619405: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.619411: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667132: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667171: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667188: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667202: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667215: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667227: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667234: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667241: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667248: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667255: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667262: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667269: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667278: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667289: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667301: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667315: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667327: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667340: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667352: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667364: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667377: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667387: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667821: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667841: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667855: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667866: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667878: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667890: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667903: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667915: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667923: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667930: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667937: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667944: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_1/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667951: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_2/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667958: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_3/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667965: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_4/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667972: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_5/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667983: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_6/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.667996: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_7/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668004: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_8/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668010: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_9/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668017: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_10/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668744: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_11/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668757: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_12/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668765: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_13/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668771: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_14/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668778: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_15/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668785: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_16/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668792: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_17/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668809: I tensorflow/core/common_runtime/placer.cc:114] Momentum: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668818: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668829: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668836: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668845: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668853: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668861: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668870: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668877: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668884: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668893: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668905: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668912: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668920: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668928: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.668936: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669305: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669326: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669334: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669344: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669352: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669359: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669368: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669376: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669384: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669392: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669400: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669407: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669415: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669423: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669430: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669447: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669462: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669474: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669483: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669491: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669498: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669507: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669514: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.669522: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670080: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670100: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670110: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670119: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670128: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670141: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670151: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670158: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670165: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670174: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670181: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670189: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670198: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670205: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670212: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670228: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670241: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670249: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670257: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670265: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670274: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670282: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670290: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670297: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670663: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670677: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670684: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670693: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670702: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670713: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670726: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670733: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670740: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670748: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670755: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670762: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670770: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670778: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670786: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670795: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670802: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670826: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670837: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670847: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670853: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670861: I tensorflow/core/common_runtime/placer.cc:114] concat_2: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670868: I tensorflow/core/common_runtime/placer.cc:114] sub_5: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.670875: I tensorflow/core/common_runtime/placer.cc:114] mul_4: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671269: I tensorflow/core/common_runtime/placer.cc:114] truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671279: I tensorflow/core/common_runtime/placer.cc:114] sub_6: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671286: I tensorflow/core/common_runtime/placer.cc:114] MatMul_18/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671292: I tensorflow/core/common_runtime/placer.cc:114] MatMul_18: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671298: I tensorflow/core/common_runtime/placer.cc:114] Add_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671305: I tensorflow/core/common_runtime/placer.cc:114] Add_19: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671311: I tensorflow/core/common_runtime/placer.cc:114] Tanh_16: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671317: I tensorflow/core/common_runtime/placer.cc:114] MatMul_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671326: I tensorflow/core/common_runtime/placer.cc:114] MatMul_19: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671335: I tensorflow/core/common_runtime/placer.cc:114] Add_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671342: I tensorflow/core/common_runtime/placer.cc:114] Add_20: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671349: I tensorflow/core/common_runtime/placer.cc:114] Tanh_17: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671354: I tensorflow/core/common_runtime/placer.cc:114] MatMul_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671361: I tensorflow/core/common_runtime/placer.cc:114] MatMul_20: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671367: I tensorflow/core/common_runtime/placer.cc:114] Add_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671378: I tensorflow/core/common_runtime/placer.cc:114] Add_21: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671385: I tensorflow/core/common_runtime/placer.cc:114] Tanh_18: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671390: I tensorflow/core/common_runtime/placer.cc:114] MatMul_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671397: I tensorflow/core/common_runtime/placer.cc:114] MatMul_21: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671403: I tensorflow/core/common_runtime/placer.cc:114] Add_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671409: I tensorflow/core/common_runtime/placer.cc:114] Add_22: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671416: I tensorflow/core/common_runtime/placer.cc:114] Tanh_19: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671424: I tensorflow/core/common_runtime/placer.cc:114] MatMul_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671434: I tensorflow/core/common_runtime/placer.cc:114] MatMul_22: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671441: I tensorflow/core/common_runtime/placer.cc:114] Add_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671448: I tensorflow/core/common_runtime/placer.cc:114] Add_23: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671454: I tensorflow/core/common_runtime/placer.cc:114] Tanh_20: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671771: I tensorflow/core/common_runtime/placer.cc:114] MatMul_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671793: I tensorflow/core/common_runtime/placer.cc:114] MatMul_23: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671800: I tensorflow/core/common_runtime/placer.cc:114] Add_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671810: I tensorflow/core/common_runtime/placer.cc:114] Add_24: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671818: I tensorflow/core/common_runtime/placer.cc:114] Tanh_21: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671824: I tensorflow/core/common_runtime/placer.cc:114] MatMul_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671831: I tensorflow/core/common_runtime/placer.cc:114] MatMul_24: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671836: I tensorflow/core/common_runtime/placer.cc:114] Add_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671844: I tensorflow/core/common_runtime/placer.cc:114] Add_25: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671850: I tensorflow/core/common_runtime/placer.cc:114] Tanh_22: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671856: I tensorflow/core/common_runtime/placer.cc:114] MatMul_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671863: I tensorflow/core/common_runtime/placer.cc:114] MatMul_25: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671869: I tensorflow/core/common_runtime/placer.cc:114] Add_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671876: I tensorflow/core/common_runtime/placer.cc:114] Add_26: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671883: I tensorflow/core/common_runtime/placer.cc:114] Tanh_23: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671889: I tensorflow/core/common_runtime/placer.cc:114] MatMul_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671896: I tensorflow/core/common_runtime/placer.cc:114] MatMul_26: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671902: I tensorflow/core/common_runtime/placer.cc:114] Add_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671908: I tensorflow/core/common_runtime/placer.cc:114] Add_27: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671915: I tensorflow/core/common_runtime/placer.cc:114] concat_3: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671923: I tensorflow/core/common_runtime/placer.cc:114] sub_7: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671930: I tensorflow/core/common_runtime/placer.cc:114] mul_5: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671936: I tensorflow/core/common_runtime/placer.cc:114] truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671943: I tensorflow/core/common_runtime/placer.cc:114] sub_8: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671949: I tensorflow/core/common_runtime/placer.cc:114] MatMul_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671958: I tensorflow/core/common_runtime/placer.cc:114] MatMul_27: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.671965: I tensorflow/core/common_runtime/placer.cc:114] Add_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672698: I tensorflow/core/common_runtime/placer.cc:114] Add_28: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672730: I tensorflow/core/common_runtime/placer.cc:114] Tanh_24: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672743: I tensorflow/core/common_runtime/placer.cc:114] MatMul_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672755: I tensorflow/core/common_runtime/placer.cc:114] MatMul_28: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672767: I tensorflow/core/common_runtime/placer.cc:114] Add_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672779: I tensorflow/core/common_runtime/placer.cc:114] Add_29: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672791: I tensorflow/core/common_runtime/placer.cc:114] Tanh_25: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672799: I tensorflow/core/common_runtime/placer.cc:114] MatMul_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672808: I tensorflow/core/common_runtime/placer.cc:114] MatMul_29: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672818: I tensorflow/core/common_runtime/placer.cc:114] Add_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672858: I tensorflow/core/common_runtime/placer.cc:114] Add_30: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672872: I tensorflow/core/common_runtime/placer.cc:114] Tanh_26: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672883: I tensorflow/core/common_runtime/placer.cc:114] MatMul_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672896: I tensorflow/core/common_runtime/placer.cc:114] MatMul_30: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672904: I tensorflow/core/common_runtime/placer.cc:114] Add_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672915: I tensorflow/core/common_runtime/placer.cc:114] Add_31: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672926: I tensorflow/core/common_runtime/placer.cc:114] Tanh_27: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672936: I tensorflow/core/common_runtime/placer.cc:114] MatMul_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672952: I tensorflow/core/common_runtime/placer.cc:114] MatMul_31: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672971: I tensorflow/core/common_runtime/placer.cc:114] Add_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.672991: I tensorflow/core/common_runtime/placer.cc:114] Add_32: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673006: I tensorflow/core/common_runtime/placer.cc:114] Tanh_28: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673016: I tensorflow/core/common_runtime/placer.cc:114] MatMul_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673028: I tensorflow/core/common_runtime/placer.cc:114] MatMul_32: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673038: I tensorflow/core/common_runtime/placer.cc:114] Add_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673050: I tensorflow/core/common_runtime/placer.cc:114] Add_33: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673061: I tensorflow/core/common_runtime/placer.cc:114] Tanh_29: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673239: I tensorflow/core/common_runtime/placer.cc:114] MatMul_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673259: I tensorflow/core/common_runtime/placer.cc:114] MatMul_33: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673271: I tensorflow/core/common_runtime/placer.cc:114] Add_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673285: I tensorflow/core/common_runtime/placer.cc:114] Add_34: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673298: I tensorflow/core/common_runtime/placer.cc:114] Tanh_30: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673310: I tensorflow/core/common_runtime/placer.cc:114] MatMul_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673322: I tensorflow/core/common_runtime/placer.cc:114] MatMul_34: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673332: I tensorflow/core/common_runtime/placer.cc:114] Add_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673344: I tensorflow/core/common_runtime/placer.cc:114] Add_35: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673355: I tensorflow/core/common_runtime/placer.cc:114] Tanh_31: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673366: I tensorflow/core/common_runtime/placer.cc:114] MatMul_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673378: I tensorflow/core/common_runtime/placer.cc:114] MatMul_35: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673387: I tensorflow/core/common_runtime/placer.cc:114] Add_36/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673399: I tensorflow/core/common_runtime/placer.cc:114] Add_36: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673413: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673427: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673439: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673450: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673461: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673472: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673483: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673493: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673503: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673514: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_35_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673524: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_35_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.673536: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674064: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674083: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674096: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674107: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674116: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674126: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674136: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674147: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674157: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674168: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674179: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674189: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674198: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674208: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674218: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674230: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674240: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674252: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674262: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674272: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674283: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674294: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674304: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674313: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674951: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674973: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674984: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.674998: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675008: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675019: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675031: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675042: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675052: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675062: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675072: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675086: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675097: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675108: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675118: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675129: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675140: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675150: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675160: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675170: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675184: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675193: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675203: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675214: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675514: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675532: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675543: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675554: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675564: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675574: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675584: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675593: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675603: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675614: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675624: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675635: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675652: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675663: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675673: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675683: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675693: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675703: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675713: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675723: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675734: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675745: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675755: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.675766: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676151: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676163: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676171: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676180: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676189: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676200: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676208: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676218: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676226: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676235: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676300: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676311: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676320: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676329: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676338: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676348: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676358: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676367: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676376: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676385: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676393: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676402: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676411: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676420: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676609: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676621: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676631: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676640: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676648: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676656: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676664: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676672: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676680: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676688: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676700: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676710: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676718: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676726: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676734: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676742: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676749: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676757: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676765: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676775: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676783: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676791: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676799: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.676807: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677011: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677023: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677032: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677040: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677048: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677056: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677064: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677072: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677080: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677088: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677097: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_35_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677104: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_35_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677113: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677121: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677129: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677137: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677144: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677152: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677167: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677179: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677188: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677196: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677205: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677214: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677666: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677682: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677691: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677699: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677708: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677716: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677724: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677732: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677746: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677756: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.677772: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677780: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677788: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677796: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677805: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677814: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677821: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677829: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677837: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.677855: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677864: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.677872: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678070: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678082: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678090: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678098: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678107: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.678131: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.678163: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678171: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678179: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678187: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678196: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.678213: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678221: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:21:09.678237: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678246: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678255: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678263: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678723: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678747: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678754: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678759: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678765: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678775: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678784: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678793: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678802: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678810: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678817: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678825: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678834: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678841: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678847: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678853: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678861: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678866: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678871: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678876: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678881: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678886: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678892: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.678898: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679455: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679480: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679490: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679499: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679511: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679520: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679527: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679536: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679543: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679549: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679554: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679559: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679567: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679573: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679578: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679584: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679589: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679594: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679599: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679605: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679612: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679619: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679625: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.679631: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680185: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680200: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680217: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680227: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680232: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680237: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680242: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680246: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680252: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680257: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680262: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680267: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680272: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680277: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680282: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680287: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680292: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680297: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680302: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680309: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680318: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680327: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680335: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680341: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680875: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680888: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680898: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680905: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680914: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680922: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680930: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680936: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680944: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680952: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680961: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680969: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680980: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680989: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.680998: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681007: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681016: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681026: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681035: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681050: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681060: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681069: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681312: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681321: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681329: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681337: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681342: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681347: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681353: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681361: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681370: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681378: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681388: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681397: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681406: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681416: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681424: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681434: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681443: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681452: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681461: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681470: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681478: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681897: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681909: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681919: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681928: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681937: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681945: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681955: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681963: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681969: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681975: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681982: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.681990: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682004: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682013: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682022: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682031: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682039: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682047: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682052: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682057: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682064: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682456: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682467: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682476: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682486: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682495: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682504: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682512: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682520: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682538: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682548: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682557: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682565: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682573: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682582: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682590: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682599: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682607: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682614: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682619: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682625: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682633: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682756: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682767: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682775: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682784: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682792: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682800: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682809: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682821: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682828: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682833: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682837: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682843: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682850: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682857: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682864: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682872: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682881: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682890: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682898: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682907: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.682915: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683311: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683322: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683330: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683340: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683348: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683356: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683364: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683372: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683380: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683385: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683391: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683398: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683406: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683415: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683424: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683432: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683440: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683449: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683456: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683461: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683468: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683575: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683585: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683598: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683607: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683616: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683624: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683633: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683641: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683647: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683652: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683657: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683665: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683673: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683682: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683690: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683698: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683707: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683715: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683722: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683727: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.683732: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684139: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684150: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684158: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684167: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684175: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684184: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684192: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684201: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684208: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684213: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684220: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684228: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684236: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684245: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684253: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684261: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684269: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684277: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684286: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684294: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684300: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684558: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684567: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684574: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684582: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684590: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684598: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684608: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684616: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684623: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684632: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684640: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684648: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684656: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684664: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684672: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684680: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684689: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684698: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684704: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684709: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684714: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684934: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684945: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684954: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684963: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684972: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684980: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684988: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.684997: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685004: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685009: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685017: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685024: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685034: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685046: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685055: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685064: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685072: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685078: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685082: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685089: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685095: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685099: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685106: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685268: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685278: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685286: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685293: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685301: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685309: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685318: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685326: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685334: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685343: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685351: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685359: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685368: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685376: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685384: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685392: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685400: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685408: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685413: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685418: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685426: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685434: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685442: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685450: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685771: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685782: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685790: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685799: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685807: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685815: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685823: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685831: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685839: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685844: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685852: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685859: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685873: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685881: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685889: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685897: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685905: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685913: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685918: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685923: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685930: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685935: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685941: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.685948: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686207: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686214: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686222: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686229: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686237: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686246: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686254: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686262: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686271: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686279: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686286: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686290: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686296: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686303: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686310: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686317: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686325: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686334: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686342: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686350: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686358: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686366: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686375: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686383: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686617: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686629: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686639: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686648: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686655: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686664: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686672: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686680: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686685: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686692: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686704: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686714: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686722: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686730: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686738: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686746: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686753: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686758: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686763: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686767: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686773: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686780: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686788: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686796: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686880: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686891: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686899: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686907: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686915: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686923: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686931: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686940: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686949: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686957: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686963: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686968: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686974: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686981: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686988: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.686996: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687004: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687011: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687020: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687028: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687036: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687044: I tensorflow/core/common_runtime/placer.cc:114] ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687062: I tensorflow/core/common_runtime/placer.cc:114] mul_6: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687074: I tensorflow/core/common_runtime/placer.cc:114] Square_2: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687085: I tensorflow/core/common_runtime/placer.cc:114] Mean_2: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687391: I tensorflow/core/common_runtime/placer.cc:114] sub_9: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687429: I tensorflow/core/common_runtime/placer.cc:114] Square_3: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687445: I tensorflow/core/common_runtime/placer.cc:114] Mean_3: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687457: I tensorflow/core/common_runtime/placer.cc:114] mul_7: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687469: I tensorflow/core/common_runtime/placer.cc:114] add_37: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687476: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687482: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/add_37_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687492: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/add_37_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687500: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/add_37_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687513: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687522: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687528: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687533: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687538: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687545: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687555: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687565: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687575: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687585: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687593: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687601: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687609: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687618: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687626: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.687636: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688114: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688134: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688148: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688160: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688171: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688178: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688183: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688189: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688194: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688200: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688205: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688210: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688216: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688221: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688227: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688232: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688238: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688243: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688259: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688265: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688270: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688275: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688455: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688462: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688467: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688473: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688478: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688487: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688493: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688498: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688509: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688515: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688520: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688526: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688531: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688536: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688542: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688547: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688552: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688558: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688563: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688568: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688573: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688578: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688939: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688946: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688952: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688957: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688962: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688967: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688973: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688978: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688983: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688988: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688993: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.688999: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689004: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/mod: (FloorMod): /job:lo"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "plica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/momentum: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_1: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_2: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_3: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_3: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_4: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_4: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_5: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_5: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_6: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_6: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_7: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_7: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_8: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_2: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_3: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_9: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_8: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_10: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_9: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_11: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_12: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_11: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_13: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_14: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_15: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_16: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_1/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_2/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_3/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_4/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_5/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_6/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_7/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_8/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_9/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_10/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_11/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_12/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_13/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_14/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_15/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_16/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_17/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_2: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_5: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_4: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_6: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_18/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_18: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_19: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_16: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_19: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_20: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_17: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_20: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_21: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_18: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_21: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_22: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_19: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_22: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_23: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_20: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_23: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_24: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_21: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_24: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_25: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_22: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_25: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_26: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_23: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_26: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_27: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_3: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_7: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_5: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_8: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_27: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_28: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_24: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_28: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_29: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_25: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_29: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_30: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_26: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_30: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_31: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_27: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_31: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_32: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_28: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_32: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_33: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_29: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_33: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_34: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_30: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_34: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_35: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_31: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_35: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_36/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_36: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_35_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_35_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_6: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_2: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_2: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_9: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_3: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_3: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_7: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "add_37: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/add_37_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/add_37_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/add_37_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_26_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_25_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_25_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_24_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_23_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_23_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_20_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_23_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_23_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_23_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_23_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_23_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_23_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_20_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_20_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_20_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_20_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_19_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_18/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_19/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_20/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_21/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_22/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_23/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_24/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_25/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_26/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_27/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_28/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_29/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_30/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_31/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_32/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_33/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_34/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_35/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_36/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "init_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/momentum: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_9: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_10: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_11: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_12: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_13: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_14: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_15: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_16: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_17: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_3: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_4: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_5: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_2/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_5/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_4/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_6/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_3/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_7/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_5/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_8/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_7/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/Initial"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "calhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689008: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689013: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689018: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689022: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689028: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689033: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689038: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689044: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689049: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689054: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689230: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689237: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689242: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_23_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689253: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689259: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689263: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689268: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689272: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689277: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689281: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689286: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689292: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689298: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689303: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689308: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689314: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689319: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689325: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689330: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689335: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689340: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689745: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689759: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689771: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689782: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689790: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689796: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689802: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689808: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689818: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689828: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689838: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689846: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689856: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689866: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689874: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689880: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689885: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689893: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689899: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689904: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_22_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.689915: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690010: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690017: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690022: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690029: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690037: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690046: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690056: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690066: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690077: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690085: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690090: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690096: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690101: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690107: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690112: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690117: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690122: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690127: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690133: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690139: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690144: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690149: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690464: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690472: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690477: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690483: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690488: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690493: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690498: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690509: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690515: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690534: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690547: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690554: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690559: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690564: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690569: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690575: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690580: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_21_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690586: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690591: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.690596: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691119: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691150: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691161: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691183: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691190: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691195: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691201: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691206: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691212: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691220: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691227: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691232: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691241: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691252: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691262: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691272: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691282: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691292: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691315: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691326: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691335: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691689: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691706: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691719: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691728: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691735: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691741: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_20_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691757: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691768: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691777: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691783: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691789: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691793: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691798: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691804: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691809: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691815: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691820: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691825: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691831: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691837: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691843: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.691853: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692134: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692143: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692149: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692155: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692161: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692166: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692172: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692180: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692190: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692200: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692207: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692213: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692218: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692223: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692228: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692233: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692238: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692242: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_19_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692256: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692268: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692507: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692519: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692529: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692539: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692545: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692550: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692556: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692561: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692567: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692572: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692577: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692582: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692588: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692593: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692599: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692609: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692619: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692627: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692632: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692638: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692917: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692928: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692934: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692940: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692944: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692950: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692956: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692961: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692967: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692972: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692977: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692983: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692988: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.692996: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693002: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693006: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693011: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693017: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693022: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693028: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693876: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693888: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693894: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693899: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693905: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693911: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693922: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693927: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693933: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693938: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693944: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693951: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693959: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693965: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693970: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693976: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693982: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693986: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.693993: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694123: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694130: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694135: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694143: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694151: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_18_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694167: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694173: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694179: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694184: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694190: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694195: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694200: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694206: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694212: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694217: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694222: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694230: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694238: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694243: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694249: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694777: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694791: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694799: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694804: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694810: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694815: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694821: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694826: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694831: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694837: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694843: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694849: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694854: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694859: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694868: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694876: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694882: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694887: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694893: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.694901: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695138: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695147: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695153: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695158: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695164: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695172: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695178: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_17_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695184: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695190: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695196: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695201: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695207: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695213: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695219: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695224: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695229: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695235: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695240: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695245: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.695991: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696022: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696028: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696034: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696058: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696066: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696072: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696078: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696083: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696089: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696097: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696102: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696108: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696114: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696126: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696137: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696148: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696167: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696179: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696186: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696411: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696423: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696429: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696436: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696443: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696448: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696453: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696459: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696467: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696472: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696478: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696484: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696490: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696495: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696501: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696506: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696514: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696524: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696533: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696543: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.696553: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717732: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717762: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717772: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717782: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_16_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717794: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717803: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717830: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717841: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717848: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717856: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717864: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717870: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717876: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717884: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717891: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717899: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717921: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717931: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.717941: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718087: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718101: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718112: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718122: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718132: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718143: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718153: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718159: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718165: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718173: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718180: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718187: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718196: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718205: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718217: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718227: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718237: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718246: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718257: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718267: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718823: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718842: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718862: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718871: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718880: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718889: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718899: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718908: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718917: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718928: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718937: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718946: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718956: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718965: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718974: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718983: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.718992: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719002: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719206: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719218: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719227: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719236: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719244: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719262: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719270: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719278: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719286: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719294: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719301: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719314: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719324: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719333: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719342: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719350: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719359: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719368: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719376: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719577: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719592: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719601: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719609: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719619: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719629: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719639: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719648: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719657: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719665: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719674: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719683: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719691: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719700: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719708: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719716: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719724: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719733: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.719741: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720350: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720366: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720377: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720384: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720395: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720402: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720408: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720414: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720420: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720427: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720433: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720439: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720446: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720451: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720457: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720463: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720469: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720475: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.720482: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721002: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721017: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721028: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721036: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721042: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721048: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721053: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721059: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721064: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721071: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721081: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721090: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721097: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721102: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721107: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721112: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721121: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721127: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721133: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721138: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721445: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721454: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721460: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721466: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721474: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721485: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721493: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721498: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721505: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721511: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721516: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721522: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721528: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721533: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721539: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721544: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721550: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721555: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721561: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721835: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721847: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721858: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721868: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721874: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721879: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721885: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721891: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721896: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721907: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721917: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721928: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721934: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721940: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721945: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721951: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721956: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721961: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.721968: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722300: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722313: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722324: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722335: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722344: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722349: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722355: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722360: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722365: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722371: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722376: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722382: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722386: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722392: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722398: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722403: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722407: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722413: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722418: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722423: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722725: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722742: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722755: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722761: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722767: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722772: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722779: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722788: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722798: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722806: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722811: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722818: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722826: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722834: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722848: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722855: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722864: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722872: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.722877: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726595: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726623: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726634: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726643: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726652: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726661: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726670: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726678: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726686: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726697: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726706: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726716: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726731: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726741: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726760: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726768: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726778: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726787: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726798: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726806: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726815: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726825: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726834: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726843: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726861: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726872: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726881: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726890: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726899: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726908: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726917: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726925: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726933: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726942: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726951: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726959: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726968: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726976: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726984: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.726992: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727002: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727011: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727022: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727032: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727041: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727050: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727059: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727068: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727076: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727085: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727093: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727100: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727110: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727119: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727128: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727137: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727147: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727156: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727166: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727175: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727184: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727193: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727201: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727209: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727218: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727228: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727237: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727246: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727263: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727272: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727282: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727291: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727302: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.727312: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728375: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728416: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728431: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728444: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728457: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728468: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728483: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728495: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728505: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728516: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728526: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728537: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728548: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728558: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728568: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728578: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728590: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728600: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.728611: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729355: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729385: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729398: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729407: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729416: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729425: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729433: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729442: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729453: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729462: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729468: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729480: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729490: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729501: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729512: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729523: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729532: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729542: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729553: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729564: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729575: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729585: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729594: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729605: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729615: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729626: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729635: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729645: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729654: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729663: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729673: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729684: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729693: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729703: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729712: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729723: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729732: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729740: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729758: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729767: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729777: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729788: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729798: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729808: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729827: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729837: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729847: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729856: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729866: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729876: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729885: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729895: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729906: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729927: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729937: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729946: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729957: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729968: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729975: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729985: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.729992: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730000: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730005: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730012: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730021: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730027: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730037: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730047: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730056: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730066: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730074: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730083: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730088: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730094: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730101: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730110: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730116: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730122: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730131: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730138: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730143: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730149: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730154: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730159: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730165: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730176: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730181: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730187: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.730192: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731631: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731651: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731668: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731680: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731691: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731701: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731717: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731727: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731738: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731747: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731756: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731765: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731776: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731785: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731793: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731799: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731806: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731816: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731827: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731837: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731846: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731857: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731863: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731871: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731879: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731884: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731891: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731900: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731923: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731931: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731937: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731943: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.731955: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732059: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732068: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732076: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732096: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732103: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732108: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732113: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732118: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732124: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732132: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732140: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732145: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732151: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732162: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732168: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732173: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732178: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.732184: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733472: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733492: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733506: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733519: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733531: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733542: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733554: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733564: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733576: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733586: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733598: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733610: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733621: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733632: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733643: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733653: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733664: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733675: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.733984: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734000: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734011: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734020: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734029: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734040: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734049: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734058: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734067: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734075: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734089: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734098: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734106: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734117: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734126: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734136: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734146: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734535: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734554: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734565: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734577: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734588: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734599: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734609: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734629: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734641: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734652: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734663: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734674: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734684: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734693: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734702: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734712: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.734723: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735166: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735187: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735202: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735213: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735222: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735231: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735241: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735251: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735261: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735270: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735280: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735291: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735303: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735314: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735328: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735339: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735350: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735362: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735372: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735911: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735928: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735938: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735949: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735959: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735969: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735981: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.735993: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736005: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736016: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736027: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736038: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736049: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736060: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736070: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736080: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736090: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736101: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736113: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736123: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736132: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736142: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736151: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736161: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736178: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736186: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736194: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736202: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736220: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736231: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736242: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736251: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736261: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736270: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736279: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736288: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736297: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736305: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736315: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736324: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736717: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736735: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736746: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736758: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736769: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736779: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736790: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736799: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736807: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736826: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736835: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736846: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736857: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736869: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736881: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736892: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736903: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736914: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736925: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.736935: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737182: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737199: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737226: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737239: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737249: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737261: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737272: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737283: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737293: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737303: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737311: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737329: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737337: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737347: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737356: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737366: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737376: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737385: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737394: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737691: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737702: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737711: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737719: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737729: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737738: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737747: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737756: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737765: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737775: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737784: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737794: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737803: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737811: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737820: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737829: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737837: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737846: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737857: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737867: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.737876: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738225: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738242: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738250: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738256: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738263: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738268: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738274: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738283: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738289: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738295: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738303: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738311: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738332: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738342: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738351: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738356: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738361: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738366: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738371: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738376: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738720: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738734: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738743: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738759: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738765: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738770: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738780: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738789: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738798: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738808: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738816: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738828: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738835: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738844: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738855: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738865: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738873: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738882: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738888: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.738893: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739160: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739172: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739181: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739190: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739200: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739207: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739212: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739218: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739225: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739233: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739239: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739244: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739259: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739267: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739273: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739279: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739287: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739295: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739305: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739602: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739620: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739632: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739641: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739650: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739660: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739670: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739681: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739697: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739709: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739720: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739731: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739739: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739744: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739749: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739754: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739759: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739764: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739769: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739775: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739780: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739788: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739798: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739811: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739822: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739833: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739841: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739847: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739857: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739863: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739868: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739874: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739879: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739884: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739889: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739895: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739900: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739904: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739910: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739922: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739927: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739933: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739938: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739943: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739948: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739953: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739960: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739965: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739970: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739976: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739983: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739988: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739993: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.739997: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740003: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740007: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740012: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740018: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740023: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740029: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740034: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740040: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740046: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740051: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740057: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740061: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740066: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740071: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740076: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740082: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740958: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740978: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740988: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.740995: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741001: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741006: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741011: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741017: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741023: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741031: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741038: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741044: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741049: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741057: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741067: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741077: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741087: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741095: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741105: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741114: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741122: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741128: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741133: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.741137: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742332: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742351: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742357: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742364: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742373: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742380: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742386: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742392: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742398: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742406: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742414: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742420: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742426: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742434: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742444: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742454: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742463: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742469: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742474: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742479: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742487: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742494: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742499: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.742504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743050: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743065: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743075: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743086: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743096: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743104: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743111: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743118: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743125: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743131: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743138: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743147: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743168: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743176: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743183: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743190: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743197: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743202: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743208: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743218: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743228: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743243: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743252: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743301: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743314: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743325: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743334: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743342: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743348: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743354: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743360: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743365: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743370: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743375: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743382: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743388: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743393: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743399: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743403: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743410: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743419: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743426: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743435: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743443: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743450: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.743457: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744035: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744052: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744059: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744068: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744076: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744084: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744092: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744101: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744109: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744117: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744126: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744136: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744145: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744155: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744162: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744167: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744176: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744182: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744187: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744191: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744197: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744202: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744596: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744624: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744632: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744637: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744642: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744649: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744654: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744660: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744666: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744672: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744678: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744683: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744688: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744694: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744700: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744705: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744711: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744716: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744722: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744728: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744735: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.744740: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745255: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745286: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745297: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745306: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745315: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745323: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745328: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745332: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745337: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745342: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745347: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745351: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745363: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745372: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745382: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745388: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745393: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745401: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745407: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745412: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745417: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745422: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745686: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745700: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745709: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745718: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745726: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745733: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745739: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745744: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745748: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745754: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745759: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745763: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745768: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745776: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745782: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745787: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745792: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745796: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745801: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745807: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745816: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.745825: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746192: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746206: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746215: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746221: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746229: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746235: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746241: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746255: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746265: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746272: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746280: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746285: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746289: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746294: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746299: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746304: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746311: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746317: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746321: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746326: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746331: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746335: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746898: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746916: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746922: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746927: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_18/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746932: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746937: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746941: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_19/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746946: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746953: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746960: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_20/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746965: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746970: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746975: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_21/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746980: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746984: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746989: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_22/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746993: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.746998: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747003: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_23/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747010: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747017: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747111: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_24/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747117: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747121: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747126: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_25/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747130: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747135: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747141: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_26/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747149: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747154: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747159: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_27/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747163: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747168: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747173: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_28/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747177: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747182: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747186: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_29/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747191: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747195: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747200: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_30/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.747205: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769110: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769145: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_31/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769156: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769167: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769177: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_32/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769195: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769206: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769216: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_33/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769227: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769236: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769247: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_34/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769255: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769264: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769273: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_35/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769282: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769296: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769306: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_36/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769315: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769325: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769334: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769343: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769353: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769363: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769372: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769381: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769401: I tensorflow/core/common_runtime/placer.cc:114] Adam_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769413: I tensorflow/core/common_runtime/placer.cc:114] init_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769427: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769437: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769448: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769459: I tensorflow/core/common_runtime/placer.cc:114] Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769470: I tensorflow/core/common_runtime/placer.cc:114] zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769478: I tensorflow/core/common_runtime/placer.cc:114] Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769488: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769499: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769509: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769517: I tensorflow/core/common_runtime/placer.cc:114] Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769527: I tensorflow/core/common_runtime/placer.cc:114] zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769535: I tensorflow/core/common_runtime/placer.cc:114] Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769545: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769554: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769564: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769572: I tensorflow/core/common_runtime/placer.cc:114] Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769582: I tensorflow/core/common_runtime/placer.cc:114] zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769590: I tensorflow/core/common_runtime/placer.cc:114] Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769599: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769608: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769617: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769626: I tensorflow/core/common_runtime/placer.cc:114] Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769636: I tensorflow/core/common_runtime/placer.cc:114] zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769644: I tensorflow/core/common_runtime/placer.cc:114] Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769653: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769663: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769673: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769683: I tensorflow/core/common_runtime/placer.cc:114] Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769694: I tensorflow/core/common_runtime/placer.cc:114] zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769704: I tensorflow/core/common_runtime/placer.cc:114] Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769715: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769726: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769738: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769747: I tensorflow/core/common_runtime/placer.cc:114] Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769758: I tensorflow/core/common_runtime/placer.cc:114] zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769769: I tensorflow/core/common_runtime/placer.cc:114] Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769780: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769791: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769802: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769812: I tensorflow/core/common_runtime/placer.cc:114] Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769823: I tensorflow/core/common_runtime/placer.cc:114] zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769842: I tensorflow/core/common_runtime/placer.cc:114] Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769854: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769865: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769876: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769887: I tensorflow/core/common_runtime/placer.cc:114] Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769898: I tensorflow/core/common_runtime/placer.cc:114] zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769907: I tensorflow/core/common_runtime/placer.cc:114] Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769919: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769930: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769941: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769951: I tensorflow/core/common_runtime/placer.cc:114] Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769962: I tensorflow/core/common_runtime/placer.cc:114] zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769972: I tensorflow/core/common_runtime/placer.cc:114] Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769984: I tensorflow/core/common_runtime/placer.cc:114] Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.769996: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770007: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770018: I tensorflow/core/common_runtime/placer.cc:114] concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770028: I tensorflow/core/common_runtime/placer.cc:114] sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770038: I tensorflow/core/common_runtime/placer.cc:114] mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770049: I tensorflow/core/common_runtime/placer.cc:114] truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770059: I tensorflow/core/common_runtime/placer.cc:114] sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770070: I tensorflow/core/common_runtime/placer.cc:114] concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770081: I tensorflow/core/common_runtime/placer.cc:114] sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770092: I tensorflow/core/common_runtime/placer.cc:114] mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770103: I tensorflow/core/common_runtime/placer.cc:114] truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770114: I tensorflow/core/common_runtime/placer.cc:114] sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770123: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770133: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770142: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770151: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770160: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770169: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770178: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770186: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770195: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770205: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770215: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770223: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770232: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770241: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770249: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770257: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770266: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770275: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770284: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770292: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770300: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770307: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770323: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770333: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770343: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770352: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770360: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770369: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770379: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770389: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770399: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770409: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770419: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770428: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770436: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770445: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770454: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770463: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770471: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770479: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770486: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770495: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770504: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770513: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770521: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770539: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770550: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770558: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770566: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770574: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770583: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770591: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770599: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770606: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770614: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770622: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770630: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770637: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770644: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770657: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770665: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770673: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770681: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770688: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770695: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770702: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770710: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770717: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770726: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770738: I tensorflow/core/common_runtime/placer.cc:114] mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770748: I tensorflow/core/common_runtime/placer.cc:114] Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770758: I tensorflow/core/common_runtime/placer.cc:114] Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770770: I tensorflow/core/common_runtime/placer.cc:114] mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770779: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770788: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770797: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770806: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770815: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770824: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770834: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770843: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770852: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770862: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770872: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770882: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770892: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770903: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770925: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770955: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770964: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770973: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.770991: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771008: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771018: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771028: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771046: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771057: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771079: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771088: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771098: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771116: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771124: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771133: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771142: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771164: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771173: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771191: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771203: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771214: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771223: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771233: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771241: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771263: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771272: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771280: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771289: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771301: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771311: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771328: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771337: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771348: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771358: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771367: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771376: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771396: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771405: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771428: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771448: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771467: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771476: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771496: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771519: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771531: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771541: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771554: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771565: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771586: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771596: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771625: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771646: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771655: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771664: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771676: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771686: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771705: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771714: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771725: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771762: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771795: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771812: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771823: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771833: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.771842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773726: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773756: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773776: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773787: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773796: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773812: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773824: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773834: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773844: I tensorflow/core/common_runtime/placer.cc:114] beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773853: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773863: I tensorflow/core/common_runtime/placer.cc:114] beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773872: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773882: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773893: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773903: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773910: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773915: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773920: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773925: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773930: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773935: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773939: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.773944: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774656: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774678: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774688: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774697: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774707: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774717: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774726: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774734: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774743: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774752: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774760: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774769: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774778: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774790: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774799: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774807: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774815: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774823: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774831: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774836: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774842: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774846: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774851: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774856: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.774865: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775183: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775199: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775209: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775217: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775226: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775235: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775244: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775253: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775262: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775270: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775275: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775280: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775286: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775290: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775295: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775300: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775305: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775310: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775315: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775320: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775325: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775330: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775335: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775340: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.775345: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776282: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776306: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776318: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776328: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776338: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776349: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776358: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776367: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776378: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776387: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776402: I tensorflow/core/common_runtime/placer.cc:114] Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776408: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776417: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776423: I tensorflow/core/common_runtime/placer.cc:114] Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776431: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776441: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776452: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776461: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776468: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776473: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776479: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776486: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776491: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776497: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.776503: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777029: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777043: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777051: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777057: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777063: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777070: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777075: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777095: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777100: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777105: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777110: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777115: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777120: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777125: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777131: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777135: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777142: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777151: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777156: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777161: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777829: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777844: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777851: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777862: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777873: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777881: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777895: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777904: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777911: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777916: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777921: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777926: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777931: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777937: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777942: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777947: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777952: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777956: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777962: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.777969: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778713: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778726: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778732: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778743: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778758: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778762: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778767: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778773: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778779: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778784: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778788: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778793: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778799: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778808: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778814: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778819: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778830: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778836: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.778846: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779103: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779109: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779116: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779121: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779126: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779130: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779138: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779147: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779152: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779157: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779164: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779171: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779179: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779184: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779189: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779193: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779198: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779203: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779209: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779583: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779590: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779595: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779606: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779612: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779616: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779621: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779632: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779637: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779651: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779657: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779667: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779673: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779678: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779683: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779688: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779694: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779699: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.779704: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780260: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780276: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780284: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780292: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780298: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780303: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780312: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780321: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780331: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780339: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780347: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780354: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780362: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780368: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780374: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780383: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780391: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780401: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780409: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780417: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780425: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780432: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780437: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780446: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780455: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780517: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780530: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780538: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780546: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780555: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780560: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780569: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780578: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780593: I tensorflow/core/common_runtime/placer.cc:114] Momentum/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780604: I tensorflow/core/common_runtime/placer.cc:114] Momentum/momentum: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780612: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780620: I tensorflow/core/common_runtime/placer.cc:114] Variable_18: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780627: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780643: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780654: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780662: I tensorflow/core/common_runtime/placer.cc:114] Variable_19: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780671: I tensorflow/core/common_runtime/placer.cc:114] zeros_9: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780676: I tensorflow/core/common_runtime/placer.cc:114] Variable_20: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780682: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780688: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780694: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780702: I tensorflow/core/common_runtime/placer.cc:114] Variable_21: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780709: I tensorflow/core/common_runtime/placer.cc:114] zeros_10: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780714: I tensorflow/core/common_runtime/placer.cc:114] Variable_22: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780720: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780725: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780930: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780943: I tensorflow/core/common_runtime/placer.cc:114] Variable_23: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780953: I tensorflow/core/common_runtime/placer.cc:114] zeros_11: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780963: I tensorflow/core/common_runtime/placer.cc:114] Variable_24: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780972: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780981: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780987: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780992: I tensorflow/core/common_runtime/placer.cc:114] Variable_25: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.780998: I tensorflow/core/common_runtime/placer.cc:114] zeros_12: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781003: I tensorflow/core/common_runtime/placer.cc:114] Variable_26: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781009: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781018: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781025: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781030: I tensorflow/core/common_runtime/placer.cc:114] Variable_27: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781036: I tensorflow/core/common_runtime/placer.cc:114] zeros_13: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781041: I tensorflow/core/common_runtime/placer.cc:114] Variable_28: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781051: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781062: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781073: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781082: I tensorflow/core/common_runtime/placer.cc:114] Variable_29: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781091: I tensorflow/core/common_runtime/placer.cc:114] zeros_14: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781098: I tensorflow/core/common_runtime/placer.cc:114] Variable_30: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781107: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781116: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781122: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781127: I tensorflow/core/common_runtime/placer.cc:114] Variable_31: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781351: I tensorflow/core/common_runtime/placer.cc:114] zeros_15: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781363: I tensorflow/core/common_runtime/placer.cc:114] Variable_32: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781374: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781383: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781391: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781397: I tensorflow/core/common_runtime/placer.cc:114] Variable_33: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781402: I tensorflow/core/common_runtime/placer.cc:114] zeros_16: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781407: I tensorflow/core/common_runtime/placer.cc:114] Variable_34: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781413: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781422: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781428: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781434: I tensorflow/core/common_runtime/placer.cc:114] Variable_35: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781439: I tensorflow/core/common_runtime/placer.cc:114] zeros_17: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781444: I tensorflow/core/common_runtime/placer.cc:114] Variable_36: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781450: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_3: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781459: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_4: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781468: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_5: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781474: I tensorflow/core/common_runtime/placer.cc:114] concat_2/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781482: I tensorflow/core/common_runtime/placer.cc:114] sub_5/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781490: I tensorflow/core/common_runtime/placer.cc:114] mul_4/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781499: I tensorflow/core/common_runtime/placer.cc:114] truediv_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781510: I tensorflow/core/common_runtime/placer.cc:114] sub_6/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781520: I tensorflow/core/common_runtime/placer.cc:114] concat_3/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781527: I tensorflow/core/common_runtime/placer.cc:114] sub_7/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781534: I tensorflow/core/common_runtime/placer.cc:114] mul_5/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781542: I tensorflow/core/common_runtime/placer.cc:114] truediv_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781550: I tensorflow/core/common_runtime/placer.cc:114] sub_8/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781940: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781951: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781960: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781969: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781978: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781986: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781994: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.781999: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782004: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782009: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782014: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782019: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782024: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782032: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782037: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782042: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782047: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782051: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782056: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782065: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782074: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782083: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782092: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782369: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782380: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782390: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782398: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782406: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782413: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782420: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782425: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782431: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782444: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782454: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782460: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782468: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782474: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782479: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782484: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782488: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782493: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782501: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782507: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782512: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.782516: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783059: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783072: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783078: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783083: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783087: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783093: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783098: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783103: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783108: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783113: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783118: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783123: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783128: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783133: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783138: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783142: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783147: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783152: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783157: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783162: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783167: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783287: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783293: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783298: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783307: I tensorflow/core/common_runtime/placer.cc:114] Const_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783317: I tensorflow/core/common_runtime/placer.cc:114] Const_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783324: I tensorflow/core/common_runtime/placer.cc:114] mul_7/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783329: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783335: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783341: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783347: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783352: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783358: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783363: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783369: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783375: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783381: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783387: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783393: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783399: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783404: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783410: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783416: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783422: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783428: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783801: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783812: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783822: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783827: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783832: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783837: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783843: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783851: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783856: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783860: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783869: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783875: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783883: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783889: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783894: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783899: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783904: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783917: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.783929: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784182: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784192: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784197: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784202: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784210: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784215: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784220: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784224: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784229: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784235: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784240: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784244: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784249: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784260: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784265: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784279: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784293: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784303: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784313: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784318: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784845: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784857: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784865: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784875: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784884: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784891: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784896: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784903: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784908: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784913: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784918: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784924: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784935: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784946: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784957: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784963: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784969: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784975: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784981: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.784987: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785237: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785259: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785265: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785271: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785275: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785280: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785285: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785291: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785296: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785301: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785305: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785310: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785316: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785326: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785330: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785335: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785341: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785346: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785743: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785753: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785762: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785773: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785781: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785786: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785791: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785796: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785802: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785810: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785818: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785827: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785836: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785843: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785849: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785854: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785859: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785864: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785869: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785874: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785878: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785883: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.785888: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786066: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786073: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786078: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786083: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786088: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786092: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786097: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786104: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786113: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786122: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786130: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786135: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786139: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786144: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786149: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786154: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786158: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786163: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786168: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786173: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786177: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786182: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786187: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786191: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786196: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786551: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786560: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786569: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786578: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786587: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786594: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786599: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786603: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786610: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786614: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786619: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786624: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786628: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786634: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786642: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786651: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786660: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786669: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786679: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786687: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786692: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786697: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786702: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786706: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786711: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786982: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.786996: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787002: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787007: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787011: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787016: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787021: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787026: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787031: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787036: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787040: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787045: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787050: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787054: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787059: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787063: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787068: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787073: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787078: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787082: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787087: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787099: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787111: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787121: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:21:09.787128: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# k as tensorflow variable with inital value set\n",
     "k = tf.Variable([1.0], dtype=tf.float32)\n",
@@ -27864,7 +1148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "352ed46d",
    "metadata": {},
    "outputs": [],
@@ -27908,7 +1192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "994e8ec3",
    "metadata": {},
    "outputs": [],
@@ -27920,16266 +1204,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "aceb088b",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-08-11 22:22:55.867553: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867605: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867623: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867635: I tensorflow/core/common_runtime/placer.cc:114] Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867645: I tensorflow/core/common_runtime/placer.cc:114] Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867654: I tensorflow/core/common_runtime/placer.cc:114] Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867664: I tensorflow/core/common_runtime/placer.cc:114] Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867684: I tensorflow/core/common_runtime/placer.cc:114] Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867695: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867704: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867713: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867725: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867738: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867750: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867761: I tensorflow/core/common_runtime/placer.cc:114] Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867770: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867779: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867788: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867800: I tensorflow/core/common_runtime/placer.cc:114] Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867810: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867819: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867829: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867841: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867854: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867866: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867882: I tensorflow/core/common_runtime/placer.cc:114] Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867892: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867902: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867914: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867926: I tensorflow/core/common_runtime/placer.cc:114] Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867935: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867944: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867952: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867963: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867975: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.867987: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868001: I tensorflow/core/common_runtime/placer.cc:114] Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868010: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868018: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868026: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868037: I tensorflow/core/common_runtime/placer.cc:114] Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868046: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868055: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868064: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868076: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868088: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868100: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868147: I tensorflow/core/common_runtime/placer.cc:114] Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868161: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868171: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868181: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868191: I tensorflow/core/common_runtime/placer.cc:114] Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868204: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868218: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868227: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868237: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868245: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868252: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868259: I tensorflow/core/common_runtime/placer.cc:114] Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868265: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868270: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868275: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868281: I tensorflow/core/common_runtime/placer.cc:114] Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868287: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868292: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868297: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868307: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868319: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868331: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868343: I tensorflow/core/common_runtime/placer.cc:114] Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868367: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868377: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868387: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868398: I tensorflow/core/common_runtime/placer.cc:114] Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868407: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868412: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868418: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868424: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868431: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868437: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868443: I tensorflow/core/common_runtime/placer.cc:114] Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868448: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868453: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868458: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868464: I tensorflow/core/common_runtime/placer.cc:114] Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868469: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868474: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868479: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868485: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868491: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868497: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868503: I tensorflow/core/common_runtime/placer.cc:114] Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868508: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868513: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868518: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868524: I tensorflow/core/common_runtime/placer.cc:114] Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868528: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868534: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868538: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868547: I tensorflow/core/common_runtime/placer.cc:114] concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868554: I tensorflow/core/common_runtime/placer.cc:114] sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868561: I tensorflow/core/common_runtime/placer.cc:114] mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868573: I tensorflow/core/common_runtime/placer.cc:114] truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868585: I tensorflow/core/common_runtime/placer.cc:114] sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868595: I tensorflow/core/common_runtime/placer.cc:114] MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868608: I tensorflow/core/common_runtime/placer.cc:114] MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868618: I tensorflow/core/common_runtime/placer.cc:114] Add/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868627: I tensorflow/core/common_runtime/placer.cc:114] Add: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868633: I tensorflow/core/common_runtime/placer.cc:114] Tanh: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868639: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868645: I tensorflow/core/common_runtime/placer.cc:114] MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868650: I tensorflow/core/common_runtime/placer.cc:114] Add_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868656: I tensorflow/core/common_runtime/placer.cc:114] Add_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868662: I tensorflow/core/common_runtime/placer.cc:114] Tanh_1: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868667: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868674: I tensorflow/core/common_runtime/placer.cc:114] MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868679: I tensorflow/core/common_runtime/placer.cc:114] Add_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868685: I tensorflow/core/common_runtime/placer.cc:114] Add_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868692: I tensorflow/core/common_runtime/placer.cc:114] Tanh_2: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868697: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868706: I tensorflow/core/common_runtime/placer.cc:114] MatMul_3: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868716: I tensorflow/core/common_runtime/placer.cc:114] Add_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868728: I tensorflow/core/common_runtime/placer.cc:114] Add_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868738: I tensorflow/core/common_runtime/placer.cc:114] Tanh_3: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868743: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868750: I tensorflow/core/common_runtime/placer.cc:114] MatMul_4: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868755: I tensorflow/core/common_runtime/placer.cc:114] Add_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868761: I tensorflow/core/common_runtime/placer.cc:114] Add_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868769: I tensorflow/core/common_runtime/placer.cc:114] Tanh_4: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868774: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868780: I tensorflow/core/common_runtime/placer.cc:114] MatMul_5: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868785: I tensorflow/core/common_runtime/placer.cc:114] Add_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868792: I tensorflow/core/common_runtime/placer.cc:114] Add_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868798: I tensorflow/core/common_runtime/placer.cc:114] Tanh_5: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868803: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868809: I tensorflow/core/common_runtime/placer.cc:114] MatMul_6: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868814: I tensorflow/core/common_runtime/placer.cc:114] Add_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868820: I tensorflow/core/common_runtime/placer.cc:114] Add_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868827: I tensorflow/core/common_runtime/placer.cc:114] Tanh_6: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868836: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868848: I tensorflow/core/common_runtime/placer.cc:114] MatMul_7: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868857: I tensorflow/core/common_runtime/placer.cc:114] Add_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868869: I tensorflow/core/common_runtime/placer.cc:114] Add_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868880: I tensorflow/core/common_runtime/placer.cc:114] Tanh_7: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868885: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868892: I tensorflow/core/common_runtime/placer.cc:114] MatMul_8: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868897: I tensorflow/core/common_runtime/placer.cc:114] Add_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868903: I tensorflow/core/common_runtime/placer.cc:114] Add_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868912: I tensorflow/core/common_runtime/placer.cc:114] concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868924: I tensorflow/core/common_runtime/placer.cc:114] sub_2: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868936: I tensorflow/core/common_runtime/placer.cc:114] mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868944: I tensorflow/core/common_runtime/placer.cc:114] truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868951: I tensorflow/core/common_runtime/placer.cc:114] sub_3: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868956: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868962: I tensorflow/core/common_runtime/placer.cc:114] MatMul_9: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868968: I tensorflow/core/common_runtime/placer.cc:114] Add_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868974: I tensorflow/core/common_runtime/placer.cc:114] Add_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868982: I tensorflow/core/common_runtime/placer.cc:114] Tanh_8: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.868988: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869000: I tensorflow/core/common_runtime/placer.cc:114] MatMul_10: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869010: I tensorflow/core/common_runtime/placer.cc:114] Add_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869020: I tensorflow/core/common_runtime/placer.cc:114] Add_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869027: I tensorflow/core/common_runtime/placer.cc:114] Tanh_9: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869032: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869038: I tensorflow/core/common_runtime/placer.cc:114] MatMul_11: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869043: I tensorflow/core/common_runtime/placer.cc:114] Add_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869050: I tensorflow/core/common_runtime/placer.cc:114] Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869056: I tensorflow/core/common_runtime/placer.cc:114] Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869062: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869068: I tensorflow/core/common_runtime/placer.cc:114] MatMul_12: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869073: I tensorflow/core/common_runtime/placer.cc:114] Add_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869079: I tensorflow/core/common_runtime/placer.cc:114] Add_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869085: I tensorflow/core/common_runtime/placer.cc:114] Tanh_11: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869091: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869102: I tensorflow/core/common_runtime/placer.cc:114] MatMul_13: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869111: I tensorflow/core/common_runtime/placer.cc:114] Add_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869123: I tensorflow/core/common_runtime/placer.cc:114] Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869135: I tensorflow/core/common_runtime/placer.cc:114] Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869143: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869151: I tensorflow/core/common_runtime/placer.cc:114] MatMul_14: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869156: I tensorflow/core/common_runtime/placer.cc:114] Add_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869162: I tensorflow/core/common_runtime/placer.cc:114] Add_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869168: I tensorflow/core/common_runtime/placer.cc:114] Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869175: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869184: I tensorflow/core/common_runtime/placer.cc:114] MatMul_15: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869194: I tensorflow/core/common_runtime/placer.cc:114] Add_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869205: I tensorflow/core/common_runtime/placer.cc:114] Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869214: I tensorflow/core/common_runtime/placer.cc:114] Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869220: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869226: I tensorflow/core/common_runtime/placer.cc:114] MatMul_16: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869231: I tensorflow/core/common_runtime/placer.cc:114] Add_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869238: I tensorflow/core/common_runtime/placer.cc:114] Add_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869245: I tensorflow/core/common_runtime/placer.cc:114] Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869250: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869256: I tensorflow/core/common_runtime/placer.cc:114] MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869261: I tensorflow/core/common_runtime/placer.cc:114] Add_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869267: I tensorflow/core/common_runtime/placer.cc:114] Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869276: I tensorflow/core/common_runtime/placer.cc:114] gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869283: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869293: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869303: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869313: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869322: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869328: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869333: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869338: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869344: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869349: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869355: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869366: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869376: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869387: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869393: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869399: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869404: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869409: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869415: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869420: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869425: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869431: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869436: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869441: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869446: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869453: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869462: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869470: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869479: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869487: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869496: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869504: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869512: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869520: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869529: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869540: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869550: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869560: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869571: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869577: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869583: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869589: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869594: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869599: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869605: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869610: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869615: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869620: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869626: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869631: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869636: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869642: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869647: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869652: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869658: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869663: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869668: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869673: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869678: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869685: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869690: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869696: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869701: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869706: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869711: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869716: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869722: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869727: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869732: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869737: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869743: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869749: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869754: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869759: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869764: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869769: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869774: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869779: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869785: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869790: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869795: I tensorflow/core/common_runtime/placer.cc:114] gradients/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869801: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869806: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869812: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869817: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869822: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869827: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869832: I tensorflow/core/common_runtime/placer.cc:114] gradients/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869838: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869843: I tensorflow/core/common_runtime/placer.cc:114] gradients/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869849: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869854: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869859: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869864: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869869: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869874: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869879: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869884: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869890: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869895: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869901: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869906: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869911: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869916: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869921: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869928: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869933: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869939: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869944: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869950: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869955: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869960: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869965: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869971: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869976: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869981: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869986: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869991: I tensorflow/core/common_runtime/placer.cc:114] gradients/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.869997: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870002: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870007: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870012: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870017: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870022: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870027: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870032: I tensorflow/core/common_runtime/placer.cc:114] gradients/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870038: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870043: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870048: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870054: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870059: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870064: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870070: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870076: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870081: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870086: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870091: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870096: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870102: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870107: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870112: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870117: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870122: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_17_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870128: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870133: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870138: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870143: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870148: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870154: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870159: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870164: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870169: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870175: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870181: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870186: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870191: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870197: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870203: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870208: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870213: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870218: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870223: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870228: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870233: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870238: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870243: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870248: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870254: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870259: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870264: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870269: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870274: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870279: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870284: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870289: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870294: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870299: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870305: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870310: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870315: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870320: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870325: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870330: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870336: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870341: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870346: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870351: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870370: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870375: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870380: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870385: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870390: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870394: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870399: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870404: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870410: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870415: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870421: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870426: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870431: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870436: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870441: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870446: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870451: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870457: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870462: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870467: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870472: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870477: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870482: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870486: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870492: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870496: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870501: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870506: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "2021-08-11 22:22:55.870516: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870521: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870536: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870544: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870553: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870562: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870571: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870581: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870590: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870596: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870601: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870606: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870612: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870617: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870622: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870628: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870637: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870647: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870656: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870662: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870667: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870672: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870676: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870681: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870686: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870691: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870696: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870703: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870709: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870714: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870719: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870724: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870729: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870736: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870744: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870754: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870763: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870774: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870782: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870788: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870793: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870798: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870803: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870808: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870814: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870818: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870823: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870829: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870833: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870839: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870844: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870849: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870854: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870859: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870864: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870869: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870874: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870879: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870884: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870890: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870895: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870901: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870909: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870918: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870927: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870935: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870941: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870947: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870952: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870958: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870963: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870968: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870973: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870978: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870983: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870988: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870993: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.870998: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871004: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871009: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871014: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871631: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871639: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871644: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871650: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871655: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871660: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871665: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871672: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871680: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871685: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871690: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871695: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871700: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871705: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871710: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871715: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871721: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871726: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871731: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871736: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.871740: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872253: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872272: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872281: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872293: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872303: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872312: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872322: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872330: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872340: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872349: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872358: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872368: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872378: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872387: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872396: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872406: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872415: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872421: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872427: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872434: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872442: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872900: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872913: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872920: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872930: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872939: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872949: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872958: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872967: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872977: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872986: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.872996: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873004: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873014: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873023: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873033: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873042: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873051: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873058: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873063: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873071: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873080: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873496: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873512: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873523: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873531: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873540: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873548: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873555: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873563: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873571: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873580: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873589: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873597: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873604: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873613: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873621: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873629: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873636: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873641: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873646: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873651: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873656: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.873661: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874225: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874241: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874250: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874258: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874267: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874275: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874283: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874291: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874298: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874319: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874326: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874334: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874342: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874353: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874361: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874369: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874376: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874383: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874391: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874398: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.874406: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875211: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875223: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875229: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875234: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875238: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875243: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875248: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875254: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875258: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875266: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875275: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875283: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875293: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875302: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875310: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875318: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875324: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875329: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875334: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875339: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875344: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875729: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875742: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875748: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875756: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875763: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875768: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875773: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875778: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875786: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875794: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875799: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875804: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875809: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875813: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875818: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875827: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875832: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875837: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875842: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875849: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.875856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876148: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876157: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876166: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876175: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876185: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876194: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876202: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876208: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876213: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876218: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876223: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876229: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876236: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876241: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876246: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876251: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876258: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876267: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876276: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876285: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876294: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876804: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876814: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876819: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876827: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876835: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876840: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876845: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876850: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876858: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876864: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876872: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876881: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876890: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876896: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876901: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876906: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876911: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876916: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876924: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876930: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876935: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876940: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.876945: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877537: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877552: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877559: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877568: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877575: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877582: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877588: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877596: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877602: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877608: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877616: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877624: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877631: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877637: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877645: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877653: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877661: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877666: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877674: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877682: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877689: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877696: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877704: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.877713: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878281: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878297: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878307: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878316: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878326: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878348: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878357: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878362: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878368: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878372: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878377: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878383: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878391: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878396: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878400: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878406: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878413: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878422: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878431: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878440: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878449: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878458: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878466: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878475: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878667: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878681: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878691: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878700: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878709: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878718: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878727: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878736: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878745: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878754: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878762: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878771: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878779: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878788: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878797: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878806: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878814: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878823: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878832: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878841: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878849: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878858: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878867: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.878879: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879657: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879670: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879678: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879685: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879690: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879696: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879702: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879707: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879711: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879719: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879725: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879730: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879735: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879740: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879745: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879749: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879754: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879762: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879767: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879772: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879777: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879783: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879790: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.879796: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887666: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887695: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887705: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887714: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887722: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887731: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887741: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887748: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887756: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887764: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887771: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887779: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887787: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887795: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887804: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887812: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887821: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887828: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887837: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887845: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887863: I tensorflow/core/common_runtime/placer.cc:114] mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887892: I tensorflow/core/common_runtime/placer.cc:114] Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887905: I tensorflow/core/common_runtime/placer.cc:114] Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887915: I tensorflow/core/common_runtime/placer.cc:114] sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.887926: I tensorflow/core/common_runtime/placer.cc:114] Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888234: I tensorflow/core/common_runtime/placer.cc:114] Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888254: I tensorflow/core/common_runtime/placer.cc:114] mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888267: I tensorflow/core/common_runtime/placer.cc:114] add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888288: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888293: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888298: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888305: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888310: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888324: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888329: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888377: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888386: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888394: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888411: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888738: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888765: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888774: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888784: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888804: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888813: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888822: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888833: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888851: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888861: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888870: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888880: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888889: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888898: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888931: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888940: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888950: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888959: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.888968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889224: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889236: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889246: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889284: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889294: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889322: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889331: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889350: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889359: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889377: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889386: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889394: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889404: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889422: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889431: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889688: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889698: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889706: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889712: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889724: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889741: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889746: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889751: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889756: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889762: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889767: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889784: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889789: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889795: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889813: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.889823: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891153: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891176: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891181: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891197: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891217: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891223: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891228: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891234: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891240: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891245: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891251: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891257: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891262: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891267: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891277: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891290: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891299: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891305: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891310: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891316: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891321: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891327: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891332: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891343: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891349: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891370: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891389: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891399: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891408: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891414: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891419: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891426: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891431: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891441: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891451: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891456: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891461: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891467: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891479: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891496: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891501: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891512: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891517: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891522: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891560: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891570: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891689: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891706: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891728: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891738: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891747: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891766: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891776: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891785: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891811: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891821: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891830: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891839: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891856: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891863: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891871: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891879: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.891886: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892806: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892819: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892831: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892853: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892864: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892875: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892885: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892907: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892927: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892947: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892959: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.892993: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893004: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893068: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893084: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893095: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893117: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893127: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893136: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893145: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893163: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893171: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893193: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893204: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893214: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893225: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893237: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893247: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893257: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893267: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893278: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893287: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893811: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893827: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893834: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893840: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893851: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893857: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893862: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893868: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893874: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893879: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893884: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893902: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893913: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893926: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893932: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893938: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.893949: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894322: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894332: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894374: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894383: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894392: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894400: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894412: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894422: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894440: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894463: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.894474: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900622: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900665: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900677: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900688: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900706: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900716: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900727: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900736: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900783: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900816: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900825: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900843: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.900849: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901218: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901245: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901258: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901267: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901284: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901293: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901302: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901311: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901320: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901332: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901349: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901359: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901367: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901375: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901396: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901403: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901414: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901932: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_2_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901956: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901962: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901973: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901979: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901984: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901990: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.901996: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902008: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902013: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902018: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902030: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902035: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902040: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902045: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902054: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902283: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902290: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902301: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902306: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902311: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902323: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902329: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902340: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902349: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902355: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902361: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902367: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902377: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902388: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902393: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902664: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902677: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_1_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902682: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902688: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902694: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902700: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902705: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902711: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902716: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902722: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902727: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902733: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902738: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902743: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902749: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902754: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902760: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902765: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.902771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903089: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903103: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903109: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903115: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903125: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903131: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903136: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903143: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903148: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903171: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903182: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903187: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903193: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903198: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903202: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903650: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903659: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903684: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903691: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903712: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903722: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903731: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903741: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903747: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903754: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903764: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903783: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903793: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903802: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903813: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903823: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903832: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.903837: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904267: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904279: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904292: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904302: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904322: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904328: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904335: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904344: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904353: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904364: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904393: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904403: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904409: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904427: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904438: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904447: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904613: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904621: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904631: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904639: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904645: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904650: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904655: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904665: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904674: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904687: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904707: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904713: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904725: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904734: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904745: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.904754: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905247: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905259: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905268: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905274: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905279: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905285: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905291: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905307: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905333: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905347: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905362: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905378: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905730: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905758: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905763: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905768: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905778: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905783: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905789: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905794: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905799: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905805: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905810: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905818: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905825: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905831: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905840: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905845: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.905851: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906250: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906272: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906278: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906284: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906290: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906296: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906303: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906312: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906318: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906330: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906336: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906345: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906357: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906369: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906376: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906656: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906668: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906691: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906696: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906701: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906707: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906712: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906718: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906725: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906733: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906748: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906755: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906760: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906766: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906771: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.906777: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907111: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907171: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907190: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907200: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907218: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907229: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907239: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907250: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907261: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907267: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907273: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907280: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907289: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907299: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907545: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907590: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907602: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907625: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907649: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907660: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907667: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907674: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907693: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907703: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907714: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907725: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907735: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.907749: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908077: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908099: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908110: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908129: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908138: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908147: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908159: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908174: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908179: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908185: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908191: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908197: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908205: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908215: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908221: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908621: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908628: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908654: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908659: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908664: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908670: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908675: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908680: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908685: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908690: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908697: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908706: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908712: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908717: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.908723: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909092: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909109: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909117: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909124: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909128: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909133: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909141: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909147: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909166: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909171: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909189: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909197: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909206: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909212: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909218: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909483: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909504: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909510: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909521: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909535: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909542: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909548: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909554: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909560: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909568: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909577: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909584: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909589: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909594: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909599: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909940: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909958: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909966: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909972: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909987: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909993: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.909999: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910004: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910009: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910019: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910030: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910049: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910056: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910366: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910380: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910390: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910399: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910407: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910426: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910434: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910440: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910444: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910451: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910463: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910474: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910479: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910484: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910495: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910500: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910878: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910889: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910899: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910917: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910933: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910954: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910965: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910974: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910985: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.910995: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911025: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911035: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911044: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911435: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911458: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911479: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911488: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911499: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911509: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911519: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911529: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911559: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911570: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911588: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911597: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911606: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911894: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911904: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911915: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911925: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911957: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911968: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911978: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911988: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.911998: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912008: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912019: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912029: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912042: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912050: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912059: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912079: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912354: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912365: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912374: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912384: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912395: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912406: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912415: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912426: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912446: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912456: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912471: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912492: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912499: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912505: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912514: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912975: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.912991: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913002: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913011: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913019: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913025: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913031: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913036: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913052: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913069: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913080: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913089: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913112: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913350: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913363: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913372: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913383: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913392: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913399: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913404: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913413: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913423: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913433: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913441: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913474: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913480: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913485: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913490: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913756: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913766: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913775: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913781: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913786: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913792: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913799: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913806: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913812: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913817: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913822: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913827: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913833: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913840: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913849: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913856: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.913865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914438: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914451: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914474: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914493: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914502: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914510: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914542: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914549: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914554: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914561: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914568: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914573: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914578: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914587: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914732: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914744: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914753: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914759: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914767: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914773: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914779: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914792: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914803: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914812: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914820: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914825: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914830: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914835: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914840: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914854: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.914859: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915274: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915286: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915306: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915318: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915327: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915333: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915339: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915348: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915358: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915368: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915377: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915383: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915390: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915397: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915402: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915408: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915558: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915580: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915585: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915590: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915596: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915601: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915607: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915614: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915624: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915634: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915644: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915653: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915662: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915671: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915678: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915683: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.915688: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916068: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916074: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916079: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916088: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916093: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916098: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916103: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916112: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916122: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916132: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916151: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916158: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916165: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916175: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916181: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916188: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916571: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916577: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916582: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916587: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916594: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916616: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916621: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916628: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916635: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916640: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916656: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916910: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916924: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916934: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916940: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916951: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916957: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916965: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916974: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916983: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.916991: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917009: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917020: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917026: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917032: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917038: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917042: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917052: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917467: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917479: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917489: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917505: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917510: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917518: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917523: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917527: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917553: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917562: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917569: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917576: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917583: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917590: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917595: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917600: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917620: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917899: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917910: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917921: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917927: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917933: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917942: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917947: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917955: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917961: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917966: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917970: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917975: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917980: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917988: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.917998: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918006: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918014: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918032: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918286: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918294: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918300: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918305: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918313: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918319: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918324: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918333: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918342: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918351: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918360: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918366: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918376: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918387: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918393: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918402: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918411: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918419: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918428: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918844: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918856: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918865: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918871: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918878: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918883: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918887: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918892: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918900: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918909: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918927: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918936: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918942: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918950: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918955: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918960: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918976: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918985: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.918994: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919107: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919117: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919126: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919133: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919140: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919147: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919152: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919161: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919169: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919185: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919193: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919201: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919207: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919212: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919218: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919225: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919230: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919240: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919244: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919599: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919611: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919621: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919630: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919637: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919643: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919648: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919653: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919658: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919662: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919666: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919673: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919678: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919683: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919688: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919693: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919702: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919711: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919720: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919729: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919738: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919906: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919920: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919934: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919939: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919944: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919949: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919954: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919964: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919973: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919992: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.919997: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920039: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920048: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920054: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920059: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920075: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920428: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920437: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920442: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920448: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920452: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920457: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920462: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920467: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920472: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920477: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920482: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920487: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920492: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920502: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920514: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920519: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920524: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920530: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920535: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920815: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920822: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920827: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920832: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920836: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920842: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920848: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920853: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920857: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920862: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920866: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920871: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920876: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920881: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920886: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920891: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920896: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920901: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920906: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920910: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920915: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920919: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920924: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.920930: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921204: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921210: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921217: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921222: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921227: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921232: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921236: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921241: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921246: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921251: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921256: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921261: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921265: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921272: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921280: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921287: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921292: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921302: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921306: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921311: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921315: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921322: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921328: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921453: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921459: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921463: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921468: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921478: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921483: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921488: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921492: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921502: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921507: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921511: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921515: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921525: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921530: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921539: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921543: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921548: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921552: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921556: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.921561: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922058: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922067: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922074: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922082: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922087: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922092: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922102: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922106: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922111: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922116: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922128: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922142: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922146: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922151: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922156: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922160: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922165: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922175: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922179: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922184: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922417: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922426: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922431: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922436: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922441: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922445: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922450: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922455: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922460: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922473: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922486: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922495: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922506: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922515: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922520: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922534: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922540: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922545: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922550: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922555: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922560: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922565: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922570: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922575: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922908: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922920: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922928: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922933: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922937: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922942: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922953: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922958: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922962: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922967: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922972: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922977: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922982: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922988: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.922995: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923005: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923010: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923019: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923024: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923029: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923205: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923213: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923221: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923226: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923230: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923239: I tensorflow/core/common_runtime/placer.cc:114] beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923243: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923247: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923251: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923255: I tensorflow/core/common_runtime/placer.cc:114] beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923259: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923263: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923267: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923271: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923275: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923279: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923283: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923288: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923295: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923299: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923303: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923307: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923311: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923706: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923716: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923721: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923726: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923729: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923736: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923740: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923744: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923748: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923752: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923756: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923760: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923764: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923768: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923772: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923776: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923780: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923784: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923788: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923792: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923795: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923799: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.923803: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924065: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924071: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924077: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924082: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924086: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924090: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924096: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924102: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924107: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924111: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924115: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924119: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924123: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924127: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924131: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924135: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924139: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924143: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924147: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924151: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924155: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924159: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924163: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924477: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924483: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924486: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924490: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924494: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924498: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924501: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924505: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924514: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924518: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924522: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924526: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924530: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924533: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924537: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924541: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924544: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924549: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924552: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924556: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924560: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924564: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.924567: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925002: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925006: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925010: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925014: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925018: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925022: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925026: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925029: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925033: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925037: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925041: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925045: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925048: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925052: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925056: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925060: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925064: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925068: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925071: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925075: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925084: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925088: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925092: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925340: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925344: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925348: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925352: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925356: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925359: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925363: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925367: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925371: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925374: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925378: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925382: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925386: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925390: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925393: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925397: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925401: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925405: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925408: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925412: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925416: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925420: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925423: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925710: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925715: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925718: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925722: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925726: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925730: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925733: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925737: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925741: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925745: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925749: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925753: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925756: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925760: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925764: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925767: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925776: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925780: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925784: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925788: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925792: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925796: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.925802: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926103: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926108: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926112: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926116: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926119: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926123: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926127: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926132: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926137: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926140: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926144: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_4/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926148: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926152: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926155: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_5/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926159: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926163: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926167: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_6/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926170: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926174: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926178: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_7/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926182: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926433: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926439: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_8/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926445: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926449: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926453: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_9/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926457: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926461: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926464: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_10/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926471: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926475: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926478: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926482: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926486: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926490: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926493: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926497: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926501: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926504: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926510: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926516: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926520: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926822: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926832: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926838: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926844: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926848: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926852: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926856: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926860: I tensorflow/core/common_runtime/placer.cc:114] Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926863: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926870: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926874: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926878: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926882: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926886: I tensorflow/core/common_runtime/placer.cc:114] Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926890: I tensorflow/core/common_runtime/placer.cc:114] Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926894: I tensorflow/core/common_runtime/placer.cc:114] Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926900: I tensorflow/core/common_runtime/placer.cc:114] Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926906: I tensorflow/core/common_runtime/placer.cc:114] init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926917: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926929: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.926937: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927148: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927157: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927163: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927168: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927176: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927182: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927187: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927192: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927201: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927206: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927211: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927216: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927220: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927225: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927230: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927234: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927239: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927244: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927250: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927255: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927260: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927265: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927269: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927274: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927648: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927658: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927663: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927667: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927672: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927677: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927681: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927686: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927691: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927695: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927699: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927704: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927709: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927714: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927719: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927728: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927733: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927738: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927743: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927747: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927865: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927870: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927884: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927888: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927893: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927897: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927906: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927911: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927915: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927920: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927925: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927930: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927935: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927939: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927944: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927953: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.927962: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928338: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928343: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928348: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928352: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928356: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928360: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928365: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928369: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928374: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928378: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928383: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928388: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928393: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928397: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928401: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928406: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928415: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928420: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928427: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928431: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928435: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928610: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928615: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928619: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928624: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928629: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928634: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928639: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928644: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928648: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928657: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928662: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928667: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928672: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928676: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928681: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928685: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928690: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928695: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928700: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928705: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928709: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928940: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928947: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928952: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928964: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928969: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928978: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928987: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928992: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.928997: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929001: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929008: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929013: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929021: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929029: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929034: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929038: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929046: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929523: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929530: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929537: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929543: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929548: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929552: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929557: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929562: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929566: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929570: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929575: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929579: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929584: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929589: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929594: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929601: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929606: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929610: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929615: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929620: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929624: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929629: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929745: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929758: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929764: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929769: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929773: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929777: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929785: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929790: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929794: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929799: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929804: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929808: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929818: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929828: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929832: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929837: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929842: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929847: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.929851: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930103: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930109: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930114: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930118: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930122: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930127: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930132: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930137: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930141: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930145: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930149: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930154: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930160: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930165: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930169: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930174: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930179: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930183: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930188: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930193: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930409: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930414: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930423: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930428: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930432: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930442: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930447: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930451: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930456: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930461: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930465: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930470: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930475: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930479: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930484: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930488: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930493: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930497: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930502: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930506: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.930511: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952274: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952300: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952315: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952325: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952335: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952341: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952345: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952350: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952354: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952357: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952364: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952374: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952382: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952391: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952400: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952409: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952417: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952428: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952433: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952732: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952746: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952754: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952764: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952773: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952782: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952787: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952791: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952797: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952803: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952810: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952816: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952822: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952830: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952839: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952865: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952884: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.952892: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953267: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953280: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953287: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953292: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953301: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953309: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953319: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953328: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953336: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953348: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953357: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953362: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953367: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953372: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953377: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953385: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953393: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953399: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953404: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953783: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953805: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953818: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953822: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953828: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953836: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953841: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953847: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953852: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953863: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953869: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953873: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953896: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953904: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_2_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.953912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954145: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954157: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954165: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954171: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954179: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954187: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954196: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954205: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954214: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954223: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954231: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954236: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954241: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954246: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954253: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954259: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954263: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954267: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954272: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954276: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954284: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954290: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954550: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954561: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954571: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954580: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954588: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954595: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954602: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954607: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954614: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954620: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954625: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954630: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954640: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954646: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954658: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954664: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.954673: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955118: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_1_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955127: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955133: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955140: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955146: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955151: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955157: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955166: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955175: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955184: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955192: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955199: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955204: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955212: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955217: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955223: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955232: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955241: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955250: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955258: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955422: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955434: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955442: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955449: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955455: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955462: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955467: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955474: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955492: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955517: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955541: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955552: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955558: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955563: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955570: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955578: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955603: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955629: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955635: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955781: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955792: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955800: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955807: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955815: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955821: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955826: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955831: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955839: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955844: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955849: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955854: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955866: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955872: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955877: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955884: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955892: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955901: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955909: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.955915: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956234: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956246: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956255: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956263: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956277: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956282: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956288: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956301: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956317: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956323: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956328: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956333: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956338: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956346: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956352: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956357: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956361: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956366: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956373: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956649: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956655: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956660: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956665: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956669: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956674: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956680: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956688: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956697: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956706: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956713: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956721: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956727: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956740: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956745: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956750: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956757: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.956769: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957400: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957414: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957421: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957426: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957432: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957442: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957447: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957454: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957462: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957468: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957473: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957478: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957488: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957493: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957498: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957502: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957509: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957611: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957617: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957624: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957629: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957633: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957638: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957643: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957648: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957657: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957662: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957667: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957678: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957684: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957689: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957694: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957698: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957702: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957707: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957712: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.957717: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958002: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958026: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958034: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958042: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958050: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958058: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958066: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958073: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958081: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958090: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958099: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958107: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958116: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958125: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958134: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958142: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958149: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958158: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958472: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958485: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958490: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958497: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958503: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958513: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958534: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958543: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958548: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958572: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958577: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958582: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958587: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958592: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958597: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958602: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958607: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958760: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958767: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958773: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958777: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958782: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958787: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958791: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958801: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958807: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958845: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958850: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958855: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958860: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958865: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958875: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958882: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.958891: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959485: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959497: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959502: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959507: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959513: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959519: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959525: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959530: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959534: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959539: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959543: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959548: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959552: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959556: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959561: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959565: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959569: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959574: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959578: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959945: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959963: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959967: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959972: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959976: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.959993: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960006: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960012: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960018: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960023: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960029: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960041: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960046: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960050: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960054: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960367: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960374: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960381: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960387: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960391: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960395: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960400: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960405: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960409: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960413: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960417: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960421: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960425: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960436: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960441: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960446: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960450: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960455: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960461: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960653: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960661: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960668: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960672: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960676: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960680: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960685: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960689: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960694: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960698: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960702: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960706: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960711: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960715: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960719: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960724: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960728: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.960741: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961117: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961125: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961130: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961135: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961143: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961151: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961160: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961165: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961170: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961176: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961182: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961187: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961197: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961205: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961211: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961219: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961227: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961235: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961243: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961478: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961487: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961493: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961499: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961505: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961510: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961514: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961518: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961523: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961530: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961535: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961539: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961544: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961548: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961554: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961559: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961562: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961567: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961574: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961579: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961859: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961867: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961873: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961880: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961887: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961894: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961910: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961917: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961921: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961926: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961930: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961936: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961942: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961946: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961951: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.961962: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962151: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962162: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962167: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962171: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962178: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962183: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962187: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962192: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962197: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962204: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962209: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962214: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962218: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962224: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962231: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962238: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962244: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962255: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962508: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962519: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962534: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962542: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962547: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962552: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962556: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962561: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962565: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962571: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962579: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962587: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962594: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962600: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962606: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962611: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962616: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962620: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962624: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962627: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962914: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962925: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962933: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962940: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962944: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962953: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962958: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962974: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962982: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962988: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.962994: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963000: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963004: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963009: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963013: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963023: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963345: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963352: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963359: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963367: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963376: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963384: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963390: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963394: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963399: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963403: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963407: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963412: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963416: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963419: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963424: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963433: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963757: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963768: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963772: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963780: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963785: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963797: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963812: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963818: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963824: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963830: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963837: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963842: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963846: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963853: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963858: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963864: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963872: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963880: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.963888: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964261: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964280: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964287: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964293: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964299: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964305: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964311: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964318: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964326: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964334: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964345: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964352: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964357: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964361: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964366: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964374: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.964381: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965127: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965143: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965153: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965162: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965170: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965179: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965184: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965189: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965195: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965202: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965209: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965217: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965224: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965233: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965242: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965250: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965258: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965267: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965565: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965578: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965585: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965590: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965598: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965604: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965609: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965613: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965617: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965622: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965630: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965634: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965639: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965643: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965647: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965652: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.965657: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966021: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966027: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966031: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966040: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966053: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966057: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966062: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966066: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966070: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966074: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966078: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966088: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966093: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966101: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966344: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966351: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966355: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966360: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966364: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966368: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966375: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966381: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966385: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966390: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966394: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966399: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966403: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966407: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966412: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966416: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966420: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966425: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966799: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966810: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966816: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966825: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966831: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966836: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966841: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966847: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966852: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966857: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966861: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966888: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966893: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966903: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966907: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966912: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.966917: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967183: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967194: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967199: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967205: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967209: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967213: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967219: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967224: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967229: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967233: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967239: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967243: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967253: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967258: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967263: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967267: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967272: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967278: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967672: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967678: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967683: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967687: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967692: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967697: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967701: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967705: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967711: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967715: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967720: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967725: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967730: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967739: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967744: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967749: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967754: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.967759: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968041: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968046: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968050: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968055: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968060: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968064: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968069: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968074: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968079: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968093: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968102: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968106: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968110: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968115: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968120: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968125: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968521: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968526: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968531: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968535: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968542: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968546: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968551: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968556: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968560: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968565: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968569: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968573: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968608: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968613: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968618: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968622: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968626: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968630: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968634: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968638: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968642: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968890: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968895: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968899: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968904: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968908: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968913: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968919: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968923: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968927: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968931: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968935: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968940: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968944: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968948: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968953: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968961: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968966: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968969: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.968977: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969366: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969376: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969384: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969388: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969393: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969398: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969402: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969406: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969416: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969420: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969424: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969429: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969433: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969440: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969447: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969451: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969456: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969460: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969465: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969469: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969649: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969655: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969661: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969665: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969669: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969674: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969678: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969683: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969687: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969692: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969696: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969700: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969705: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969709: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969713: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969717: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969730: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969738: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_14_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.969742: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970010: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970017: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970024: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970030: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970040: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970052: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970056: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970061: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970066: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970070: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970074: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970079: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970085: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970093: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970101: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970105: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970228: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970232: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970237: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970242: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970246: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970251: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970255: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970258: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970262: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970266: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970270: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970274: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970278: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970283: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970287: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970291: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970296: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970300: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970304: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970308: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970312: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970717: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970728: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970732: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970737: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_16_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970742: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970746: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970751: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970755: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970760: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970764: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970768: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970772: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970775: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970780: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970784: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970789: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970794: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970798: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970804: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970808: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970933: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970939: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970943: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970947: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970952: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970961: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970966: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970970: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970974: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970979: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970984: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970988: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970993: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.970998: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971002: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971007: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971012: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971025: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971034: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971043: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971050: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971386: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971396: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971400: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971404: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971408: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971415: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971419: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971423: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971428: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971433: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971437: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971442: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971446: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971450: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971457: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971463: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971467: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971471: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971475: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971479: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971483: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971488: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971492: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971496: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971742: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971750: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971756: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971762: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971769: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971774: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971778: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971782: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971787: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971791: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971800: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971804: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971808: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971811: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971816: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971821: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971828: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971832: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971836: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971840: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971845: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971848: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.971852: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972023: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972029: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972034: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972038: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972043: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972047: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972053: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972059: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972063: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972067: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972070: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972075: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972079: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972083: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972087: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972091: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972095: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972099: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972103: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972107: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972112: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972116: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972120: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972125: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972445: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972457: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972464: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972469: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972474: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972478: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972482: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972486: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972491: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972495: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972499: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972503: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972507: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972511: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972515: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972520: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972527: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972532: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972537: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972541: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972546: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972550: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972555: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972561: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972864: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972870: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972874: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972878: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972883: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972890: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972894: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972902: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972906: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972910: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972914: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972918: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972923: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972927: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972932: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972936: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972941: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972945: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972949: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972953: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972957: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972961: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.972965: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973180: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973186: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973193: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973198: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973202: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973206: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973210: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973214: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973218: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973223: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973227: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973232: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973236: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973243: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973249: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973253: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973257: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973261: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973265: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973271: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973276: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973281: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973285: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973289: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973448: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973453: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973457: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973461: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973465: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973469: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973472: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973476: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973480: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973483: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973487: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973490: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973494: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973498: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973501: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973504: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973508: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973512: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973515: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973519: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973522: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973526: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.973529: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974154: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974167: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974175: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974181: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974188: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974195: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974201: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974208: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974212: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974216: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974221: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974227: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974234: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974241: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974250: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974258: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974265: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974271: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974276: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974279: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974283: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974286: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974292: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974449: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974456: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974463: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974480: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974484: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974490: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974497: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974504: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974511: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974518: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974531: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974539: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974546: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974553: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974559: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974566: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974573: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974580: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974587: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974593: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974598: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974602: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.974606: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975029: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975042: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975056: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975063: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975067: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975071: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975075: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975079: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_1/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975086: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_2/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975093: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_3/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975097: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_4/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975101: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_5/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975108: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_6/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975114: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_7/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975121: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_8/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975127: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_9/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975134: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_10/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975141: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_11/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975147: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_12/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975153: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_13/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975158: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_14/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975592: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_15/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975600: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_16/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975607: I tensorflow/core/common_runtime/placer.cc:114] Momentum/update_Variable_17/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975621: I tensorflow/core/common_runtime/placer.cc:114] Momentum: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975626: I tensorflow/core/common_runtime/placer.cc:114] Variable_18: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975631: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975635: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975639: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975644: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975649: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975654: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975659: I tensorflow/core/common_runtime/placer.cc:114] Variable_19: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975663: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975666: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975670: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975675: I tensorflow/core/common_runtime/placer.cc:114] Variable_20: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975679: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975683: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975687: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975691: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975696: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975701: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975705: I tensorflow/core/common_runtime/placer.cc:114] Variable_21: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975709: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975796: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975801: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975807: I tensorflow/core/common_runtime/placer.cc:114] Variable_22: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975811: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975818: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975825: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975830: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975840: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975848: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975857: I tensorflow/core/common_runtime/placer.cc:114] Variable_23: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975864: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975871: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975876: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975881: I tensorflow/core/common_runtime/placer.cc:114] Variable_24: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975888: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975892: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975896: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975901: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975906: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975912: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975919: I tensorflow/core/common_runtime/placer.cc:114] Variable_25: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975923: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975927: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.975934: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976099: I tensorflow/core/common_runtime/placer.cc:114] Variable_26: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976111: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976115: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976120: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976128: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976136: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976143: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976148: I tensorflow/core/common_runtime/placer.cc:114] Variable_27: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976155: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976162: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976168: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976177: I tensorflow/core/common_runtime/placer.cc:114] Variable_28: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976185: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976191: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976198: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976204: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976214: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976223: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976233: I tensorflow/core/common_runtime/placer.cc:114] Variable_29: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976239: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976245: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976250: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976255: I tensorflow/core/common_runtime/placer.cc:114] Variable_30: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976261: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976532: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976545: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976556: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976564: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976571: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976578: I tensorflow/core/common_runtime/placer.cc:114] Variable_31: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976583: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976587: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976591: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976596: I tensorflow/core/common_runtime/placer.cc:114] Variable_32: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976600: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976604: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976610: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976616: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976622: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976626: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976634: I tensorflow/core/common_runtime/placer.cc:114] Variable_33: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976639: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976643: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976647: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976652: I tensorflow/core/common_runtime/placer.cc:114] Variable_34: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976656: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976661: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.976668: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977189: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977211: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977218: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977224: I tensorflow/core/common_runtime/placer.cc:114] Variable_35: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977228: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977232: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977236: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977241: I tensorflow/core/common_runtime/placer.cc:114] Variable_36: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977245: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977249: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977253: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977258: I tensorflow/core/common_runtime/placer.cc:114] concat_2: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977263: I tensorflow/core/common_runtime/placer.cc:114] sub_5: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977268: I tensorflow/core/common_runtime/placer.cc:114] mul_4: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977273: I tensorflow/core/common_runtime/placer.cc:114] truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977278: I tensorflow/core/common_runtime/placer.cc:114] sub_6: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977283: I tensorflow/core/common_runtime/placer.cc:114] MatMul_18/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977288: I tensorflow/core/common_runtime/placer.cc:114] MatMul_18: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977292: I tensorflow/core/common_runtime/placer.cc:114] Add_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977297: I tensorflow/core/common_runtime/placer.cc:114] Add_19: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977304: I tensorflow/core/common_runtime/placer.cc:114] Tanh_16: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977312: I tensorflow/core/common_runtime/placer.cc:114] MatMul_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977321: I tensorflow/core/common_runtime/placer.cc:114] MatMul_19: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977328: I tensorflow/core/common_runtime/placer.cc:114] Add_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977337: I tensorflow/core/common_runtime/placer.cc:114] Add_20: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977346: I tensorflow/core/common_runtime/placer.cc:114] Tanh_17: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977626: I tensorflow/core/common_runtime/placer.cc:114] MatMul_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977641: I tensorflow/core/common_runtime/placer.cc:114] MatMul_20: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977649: I tensorflow/core/common_runtime/placer.cc:114] Add_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977658: I tensorflow/core/common_runtime/placer.cc:114] Add_21: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977667: I tensorflow/core/common_runtime/placer.cc:114] Tanh_18: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977675: I tensorflow/core/common_runtime/placer.cc:114] MatMul_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977684: I tensorflow/core/common_runtime/placer.cc:114] MatMul_21: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977691: I tensorflow/core/common_runtime/placer.cc:114] Add_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977700: I tensorflow/core/common_runtime/placer.cc:114] Add_22: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977706: I tensorflow/core/common_runtime/placer.cc:114] Tanh_19: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977711: I tensorflow/core/common_runtime/placer.cc:114] MatMul_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977718: I tensorflow/core/common_runtime/placer.cc:114] MatMul_22: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977724: I tensorflow/core/common_runtime/placer.cc:114] Add_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977731: I tensorflow/core/common_runtime/placer.cc:114] Add_23: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977740: I tensorflow/core/common_runtime/placer.cc:114] Tanh_20: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977748: I tensorflow/core/common_runtime/placer.cc:114] MatMul_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977756: I tensorflow/core/common_runtime/placer.cc:114] MatMul_23: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977763: I tensorflow/core/common_runtime/placer.cc:114] Add_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977772: I tensorflow/core/common_runtime/placer.cc:114] Add_24: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977781: I tensorflow/core/common_runtime/placer.cc:114] Tanh_21: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977788: I tensorflow/core/common_runtime/placer.cc:114] MatMul_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977797: I tensorflow/core/common_runtime/placer.cc:114] MatMul_24: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977804: I tensorflow/core/common_runtime/placer.cc:114] Add_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977813: I tensorflow/core/common_runtime/placer.cc:114] Add_25: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977822: I tensorflow/core/common_runtime/placer.cc:114] Tanh_22: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977829: I tensorflow/core/common_runtime/placer.cc:114] MatMul_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.977837: I tensorflow/core/common_runtime/placer.cc:114] MatMul_25: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978170: I tensorflow/core/common_runtime/placer.cc:114] Add_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978187: I tensorflow/core/common_runtime/placer.cc:114] Add_26: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978197: I tensorflow/core/common_runtime/placer.cc:114] Tanh_23: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978206: I tensorflow/core/common_runtime/placer.cc:114] MatMul_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978214: I tensorflow/core/common_runtime/placer.cc:114] MatMul_26: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978219: I tensorflow/core/common_runtime/placer.cc:114] Add_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978223: I tensorflow/core/common_runtime/placer.cc:114] Add_27: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978228: I tensorflow/core/common_runtime/placer.cc:114] concat_3: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978233: I tensorflow/core/common_runtime/placer.cc:114] sub_7: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978238: I tensorflow/core/common_runtime/placer.cc:114] mul_5: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978243: I tensorflow/core/common_runtime/placer.cc:114] truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978248: I tensorflow/core/common_runtime/placer.cc:114] sub_8: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978252: I tensorflow/core/common_runtime/placer.cc:114] MatMul_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978257: I tensorflow/core/common_runtime/placer.cc:114] MatMul_27: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978260: I tensorflow/core/common_runtime/placer.cc:114] Add_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978265: I tensorflow/core/common_runtime/placer.cc:114] Add_28: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978272: I tensorflow/core/common_runtime/placer.cc:114] Tanh_24: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978279: I tensorflow/core/common_runtime/placer.cc:114] MatMul_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978287: I tensorflow/core/common_runtime/placer.cc:114] MatMul_28: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978293: I tensorflow/core/common_runtime/placer.cc:114] Add_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978298: I tensorflow/core/common_runtime/placer.cc:114] Add_29: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978303: I tensorflow/core/common_runtime/placer.cc:114] Tanh_25: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978307: I tensorflow/core/common_runtime/placer.cc:114] MatMul_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978311: I tensorflow/core/common_runtime/placer.cc:114] MatMul_29: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978315: I tensorflow/core/common_runtime/placer.cc:114] Add_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978319: I tensorflow/core/common_runtime/placer.cc:114] Add_30: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978324: I tensorflow/core/common_runtime/placer.cc:114] Tanh_26: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978491: I tensorflow/core/common_runtime/placer.cc:114] MatMul_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978500: I tensorflow/core/common_runtime/placer.cc:114] MatMul_30: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978505: I tensorflow/core/common_runtime/placer.cc:114] Add_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978512: I tensorflow/core/common_runtime/placer.cc:114] Add_31: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978522: I tensorflow/core/common_runtime/placer.cc:114] Tanh_27: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978541: I tensorflow/core/common_runtime/placer.cc:114] MatMul_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978548: I tensorflow/core/common_runtime/placer.cc:114] MatMul_31: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978552: I tensorflow/core/common_runtime/placer.cc:114] Add_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978556: I tensorflow/core/common_runtime/placer.cc:114] Add_32: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978561: I tensorflow/core/common_runtime/placer.cc:114] Tanh_28: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978565: I tensorflow/core/common_runtime/placer.cc:114] MatMul_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978570: I tensorflow/core/common_runtime/placer.cc:114] MatMul_32: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978574: I tensorflow/core/common_runtime/placer.cc:114] Add_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978578: I tensorflow/core/common_runtime/placer.cc:114] Add_33: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978583: I tensorflow/core/common_runtime/placer.cc:114] Tanh_29: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978587: I tensorflow/core/common_runtime/placer.cc:114] MatMul_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978592: I tensorflow/core/common_runtime/placer.cc:114] MatMul_33: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978597: I tensorflow/core/common_runtime/placer.cc:114] Add_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978606: I tensorflow/core/common_runtime/placer.cc:114] Add_34: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978615: I tensorflow/core/common_runtime/placer.cc:114] Tanh_30: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978621: I tensorflow/core/common_runtime/placer.cc:114] MatMul_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978626: I tensorflow/core/common_runtime/placer.cc:114] MatMul_34: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978631: I tensorflow/core/common_runtime/placer.cc:114] Add_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978636: I tensorflow/core/common_runtime/placer.cc:114] Add_35: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978640: I tensorflow/core/common_runtime/placer.cc:114] Tanh_31: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978644: I tensorflow/core/common_runtime/placer.cc:114] MatMul_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978649: I tensorflow/core/common_runtime/placer.cc:114] MatMul_35: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978982: I tensorflow/core/common_runtime/placer.cc:114] Add_36/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.978994: I tensorflow/core/common_runtime/placer.cc:114] Add_36: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979006: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979014: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979018: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979022: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979027: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979048: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979052: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979056: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979082: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_36_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979088: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_35_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979094: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_35_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979099: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979105: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979113: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979120: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979125: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979129: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979134: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979140: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979148: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979155: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979162: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979169: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979335: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979345: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979352: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979362: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979369: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979374: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979380: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979387: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979394: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979403: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979409: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979415: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979422: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979427: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979431: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979437: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979442: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979446: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979450: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979455: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979490: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979496: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979501: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979505: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979794: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979805: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979814: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979821: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979828: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979834: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979840: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979845: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979849: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979852: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979856: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979860: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979864: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979868: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979871: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979876: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979879: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979883: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979888: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979894: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979897: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979901: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979905: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.979908: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980108: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980117: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980124: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980128: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980132: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980136: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980139: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980145: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980150: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980154: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980158: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980162: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980165: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980169: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980174: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980180: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980184: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980187: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980193: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980199: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980206: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980213: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980219: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980223: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980576: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980586: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980592: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980598: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980605: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980610: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980615: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980619: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980623: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980629: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980636: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980643: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980649: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980655: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980661: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980667: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980673: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980676: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980680: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980684: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980689: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980699: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980706: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.980713: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981013: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981021: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981028: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981034: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981040: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981044: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981047: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981051: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981055: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981060: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981063: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981067: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981071: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981074: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981081: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981085: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981089: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981092: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981096: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981100: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981103: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981107: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981112: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_36_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981118: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_35_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981300: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_35_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981309: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981315: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981321: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981326: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981332: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981336: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981340: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981343: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981350: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981356: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981363: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981369: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981375: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981380: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981385: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981390: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981394: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981398: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981406: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981413: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981420: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981426: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981433: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981756: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981762: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981765: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981769: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981774: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981779: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981783: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981787: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981790: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981794: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981801: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981807: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981814: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981821: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981827: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981832: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981836: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981842: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981846: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981850: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981854: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981860: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981866: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:55.981873: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004018: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004038: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004046: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004053: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004061: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004065: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004069: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004073: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004077: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004081: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004084: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004088: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004092: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004097: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004103: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004107: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004115: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004119: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004122: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004126: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004130: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004135: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004141: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004147: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004603: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004616: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004624: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004632: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004638: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004644: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004648: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004651: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004656: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004662: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004666: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004670: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004674: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004680: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004685: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004691: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004695: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004700: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004707: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004728: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004736: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004743: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004750: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.004756: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005062: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005070: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005074: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005078: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005082: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005086: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005091: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005098: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005119: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005123: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005126: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005130: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005136: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005142: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005153: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005160: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005166: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005191: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005195: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005198: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005221: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005227: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005235: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005241: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005780: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005795: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005805: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005813: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005822: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005830: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005838: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005844: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005848: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005855: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005862: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005870: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005878: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005886: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005894: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005901: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005909: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005915: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005920: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005926: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005934: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.005942: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006032: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006042: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006050: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006059: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006066: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006074: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006082: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006089: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006099: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006105: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006111: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006118: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006125: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006133: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006141: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006148: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006156: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006164: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006171: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006179: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006186: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006562: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006574: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006584: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006592: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006600: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006608: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006615: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006623: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006628: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006634: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006641: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006648: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006657: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006664: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006672: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006680: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006687: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006693: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006697: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006703: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006710: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006805: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006814: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006826: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006836: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006844: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006852: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006860: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006867: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006873: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006877: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006881: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006887: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006895: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006902: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006910: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006918: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006926: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006933: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006941: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006949: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.006956: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007349: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007360: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007368: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007376: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007384: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007391: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007399: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007407: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007412: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007417: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007424: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007431: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007439: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007447: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007454: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007462: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007469: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007476: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007481: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007492: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007499: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007634: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007641: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007649: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007655: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007662: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007670: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007678: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007685: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007693: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007701: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007709: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007716: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007724: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007732: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007739: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007747: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007754: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007761: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007765: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007771: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.007778: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008033: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008041: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008048: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008055: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008064: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008071: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008078: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008086: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008093: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008101: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008106: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008111: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008118: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008123: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008132: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008144: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008153: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008160: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008167: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008175: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008182: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008387: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008396: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008403: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008410: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008417: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008426: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008434: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008441: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008448: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008456: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008463: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008471: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008478: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008486: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008493: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008501: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008508: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008513: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008518: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008525: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008532: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008877: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008886: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008894: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008901: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008910: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008918: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008925: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008933: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008943: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008949: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008954: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008960: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008966: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008973: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008980: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008989: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.008996: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009003: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009011: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009019: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009026: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009034: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009274: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009282: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009290: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009297: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009305: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009313: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009320: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009328: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009336: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009343: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009347: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009352: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009359: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009365: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009372: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009380: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009387: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009395: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009402: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009410: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009418: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009569: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009579: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009590: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009599: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009607: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009615: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009622: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009630: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009635: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009640: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009647: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009654: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009662: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009670: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009678: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009686: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009693: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009701: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009705: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009709: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009714: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009721: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009727: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.009734: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010051: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010065: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010072: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010077: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010082: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010087: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010093: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010098: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010102: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010107: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010114: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010120: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010125: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010130: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010137: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010144: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010152: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010159: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010166: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010172: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010180: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010184: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010190: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010197: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010301: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010315: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010322: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010329: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010333: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010337: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010341: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010347: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010354: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010362: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010369: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010375: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010382: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010387: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010391: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010395: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010401: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010407: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010411: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010415: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010419: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010424: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010429: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010435: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010735: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010743: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010748: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010752: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010756: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010763: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010771: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010778: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010786: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010793: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010800: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010805: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010809: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010813: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010821: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010828: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010836: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010844: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010851: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010858: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010865: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010871: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010879: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.010887: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011234: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011242: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011248: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011252: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011256: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011262: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011269: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011277: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011284: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011291: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011298: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011321: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011345: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011349: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011354: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011361: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011368: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011375: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011383: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011389: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011396: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011403: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011407: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011414: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011518: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011528: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011535: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011542: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011550: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011555: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011561: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011568: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011577: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011584: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011590: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011598: I tensorflow/core/common_runtime/placer.cc:114] ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011612: I tensorflow/core/common_runtime/placer.cc:114] mul_6: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011622: I tensorflow/core/common_runtime/placer.cc:114] Square_2: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011632: I tensorflow/core/common_runtime/placer.cc:114] Mean_2: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011641: I tensorflow/core/common_runtime/placer.cc:114] sub_9: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011649: I tensorflow/core/common_runtime/placer.cc:114] Square_3: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011658: I tensorflow/core/common_runtime/placer.cc:114] Mean_3: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011665: I tensorflow/core/common_runtime/placer.cc:114] mul_7: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011671: I tensorflow/core/common_runtime/placer.cc:114] add_37: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011681: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011691: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/add_37_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011700: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/add_37_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011710: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/add_37_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011717: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011774: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011784: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011792: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011801: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011808: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011826: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011834: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011842: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011849: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011858: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011867: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011887: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011894: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011901: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011923: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011930: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011937: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011946: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011953: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011962: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011968: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.011973: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012178: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012188: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012196: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012204: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012216: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012223: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012231: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012239: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012247: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012261: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012266: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/mul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012274: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012282: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012290: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012298: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012305: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012314: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012326: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012334: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012342: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012457: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012468: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012477: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012485: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012493: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012499: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012508: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012512: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012516: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012521: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012527: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/sub_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012532: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012537: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012541: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012545: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012550: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012555: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012561: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012566: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012571: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012578: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012586: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012827: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012839: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012846: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012857: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012861: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012868: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012875: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012884: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012891: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012897: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012904: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012918: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012925: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012933: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012941: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012949: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_23_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012957: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012962: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012966: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.012970: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013163: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013174: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013181: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013187: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013191: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013199: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013207: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013214: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013223: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013230: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013235: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013240: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013244: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013253: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013260: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013266: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013270: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013276: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013284: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013291: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013440: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013450: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013458: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013464: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013470: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013475: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013483: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013491: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013502: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013509: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013515: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013519: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013524: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_22_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013531: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013539: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013546: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013552: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013559: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013564: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013568: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013573: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013579: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013824: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013829: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013833: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013837: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013843: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013851: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013859: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013868: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013875: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013881: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013887: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013893: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013898: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013907: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013915: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013923: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013930: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013936: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013943: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013948: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.013954: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014054: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014066: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014075: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014080: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014085: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014089: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014093: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014101: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014109: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014117: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_21_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014126: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014131: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014135: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014139: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014146: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014150: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014154: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014158: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014162: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014169: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014174: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014179: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014408: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014415: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014420: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014424: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014429: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014433: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014440: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014445: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014449: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014453: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014460: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014467: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_27_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014475: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014483: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014491: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014496: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014501: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014507: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014516: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014524: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_20_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014540: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014548: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014992: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.014998: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015002: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015006: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015010: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015015: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015019: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015024: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015028: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015033: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015037: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015041: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015046: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015050: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015054: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015059: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015063: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015067: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015072: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015076: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015080: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015084: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015198: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015202: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015206: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015215: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015219: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015223: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_22_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015227: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015231: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015235: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015239: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_19_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015243: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015250: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015256: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015260: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015264: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015269: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015273: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015278: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015282: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015659: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015663: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015667: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015671: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015676: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015680: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015684: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015688: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_28_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015693: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015697: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015701: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015706: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015710: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015715: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015719: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015723: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015727: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015731: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_22_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015736: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015740: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015745: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015863: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015868: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015873: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015877: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015883: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015888: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015892: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015896: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015900: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015905: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015914: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015918: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015922: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015926: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015930: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_21_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015934: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015939: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.015943: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016333: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016350: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016360: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016369: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016378: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016386: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016392: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016401: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016409: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016418: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016426: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016434: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016441: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016447: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016451: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016458: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016466: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016475: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016486: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_18_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016495: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016611: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016619: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016627: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016635: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016644: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016651: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016660: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016668: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016677: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016682: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016687: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016693: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016702: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016706: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016711: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016715: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_21_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016719: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016730: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016740: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016748: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016757: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.016764: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017153: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017163: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_20_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017175: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017179: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017184: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017189: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017196: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017210: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017218: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017226: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017232: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017243: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017255: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017264: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017272: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017280: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017288: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017296: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_29_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017645: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_17_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017657: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017662: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017667: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017672: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017676: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017681: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017685: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017689: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017694: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017698: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017703: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017707: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017711: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017716: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017722: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017726: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017731: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017735: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017739: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017920: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017926: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017930: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017935: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017939: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_20_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017943: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017950: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017955: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017960: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017964: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017969: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017973: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017977: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017982: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017986: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017990: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017995: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.017999: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018004: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018008: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018304: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018309: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018313: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018317: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018325: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018330: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018334: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018339: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018343: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018347: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_19_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018351: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018355: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018360: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018364: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018369: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018373: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018377: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018381: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_16_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018386: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018391: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018908: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018917: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018921: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018926: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018931: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018935: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018940: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018944: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018948: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018953: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018956: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_19_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018961: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018965: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018970: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018974: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018979: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018983: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018987: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018992: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.018996: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019000: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019148: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019153: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019158: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019162: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019167: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019171: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019175: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_30_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019180: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019184: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019189: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019193: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019197: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019201: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019208: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019213: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019218: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019222: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019226: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019231: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019235: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019482: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019487: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019491: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019495: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019500: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019509: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019514: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019518: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019522: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019527: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019531: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019536: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019540: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019545: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019549: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019553: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019557: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019562: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019881: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019886: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019890: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019895: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019899: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019904: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019909: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019913: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019918: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019922: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019926: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019931: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019935: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019939: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019943: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019947: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019951: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019955: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019960: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019964: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.019969: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020345: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020351: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020356: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020361: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020366: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020370: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020375: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020380: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020384: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020388: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020393: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020398: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020402: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020406: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_31_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020411: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020417: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020421: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020426: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020431: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020751: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020759: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020764: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020769: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020773: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020780: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020785: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020790: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020794: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020799: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020803: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020808: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020813: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020822: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020826: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020831: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020835: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.020839: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021103: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021114: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021124: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021129: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021133: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021137: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021141: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021145: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021152: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021161: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021166: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021175: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021182: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021187: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021192: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021196: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021200: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021204: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021532: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021539: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021544: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021549: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021553: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021558: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021565: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021570: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021575: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021579: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021584: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021588: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021592: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021597: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021601: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021605: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021610: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021614: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_32_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021618: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021816: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021826: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021830: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021835: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021842: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021848: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021855: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021860: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021865: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021871: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021876: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021882: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021888: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021894: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021898: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021903: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021907: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021912: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.021916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022185: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022191: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022195: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022200: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022204: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022210: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022217: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022222: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022226: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022230: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022234: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022238: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022242: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022253: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022257: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022262: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022266: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022271: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022275: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022710: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022723: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022731: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022735: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022740: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022745: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022755: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022760: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022765: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022770: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022775: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022780: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022785: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022789: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022794: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022799: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022804: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.022812: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023213: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023225: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023230: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_33_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023236: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023242: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023250: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023259: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023266: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023272: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023277: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023281: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023286: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023291: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023296: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023300: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023305: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023311: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023316: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023764: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023770: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023776: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023781: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023787: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023796: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023804: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023810: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023814: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023820: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023826: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023830: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023836: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023844: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023848: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023858: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023866: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.023874: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024228: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024241: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024250: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024259: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024269: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024276: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024282: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024286: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024290: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024295: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024300: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024308: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024314: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024319: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024324: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024331: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024338: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024343: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024348: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024355: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024509: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024515: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024520: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024525: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024530: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024534: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/MatMul_34_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024539: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024544: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024549: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024558: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024567: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024573: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024608: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024616: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024621: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024626: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024633: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024639: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024648: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024807: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024817: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024822: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024827: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024834: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024842: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024850: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024858: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024866: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024871: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024875: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024880: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024886: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024891: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024896: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024900: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024904: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024910: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024914: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.024918: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025167: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025174: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025179: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025183: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025188: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025196: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025204: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025220: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025227: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025233: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025239: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025244: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025249: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025253: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025260: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025265: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025270: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025470: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025480: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025489: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025497: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025508: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025515: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025520: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025525: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025529: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025534: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025541: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025548: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025554: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025562: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025570: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025577: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025583: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025803: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025812: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025821: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025827: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025833: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025839: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025844: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025848: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025858: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025864: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025869: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025875: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025882: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025890: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025897: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025904: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025910: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.025916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026120: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026127: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026132: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026136: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026144: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026151: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026156: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026163: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026177: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026185: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026193: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026201: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026206: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026215: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026223: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026227: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026489: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026500: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026508: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026515: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026520: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026531: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026538: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026542: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026546: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026551: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026556: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026562: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026566: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026572: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026579: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026585: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026595: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026602: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026777: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026788: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026796: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026803: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026808: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026815: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026820: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026824: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026829: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026834: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026841: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026845: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026850: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026857: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026862: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026869: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026877: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.026883: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027050: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027060: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027069: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027077: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027085: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027093: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027099: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027103: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027108: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027114: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027121: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027127: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027132: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027138: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027146: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027154: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027160: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027164: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027326: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027337: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027345: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027353: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027360: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027368: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027374: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027378: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027383: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027387: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027394: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027399: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027404: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027411: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027417: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027425: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027433: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027438: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027442: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027663: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027671: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027675: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027680: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027685: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027693: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027701: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027710: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027718: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027725: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027729: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027736: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027741: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027746: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027755: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027762: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027766: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027976: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027987: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.027993: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028001: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028008: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028014: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028022: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028027: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028031: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028038: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028043: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028048: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028055: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028063: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028071: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028080: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028086: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028093: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028290: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028301: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028308: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028315: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028322: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028326: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028333: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028338: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028342: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028346: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028351: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028358: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028363: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028368: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028376: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028385: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028392: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028398: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028566: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028577: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028584: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028591: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028597: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028602: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028610: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028615: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028619: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028623: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028629: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028635: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028640: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028645: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028651: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028658: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028665: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028671: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028677: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028684: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028839: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028849: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028856: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028863: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028870: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028874: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028881: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028885: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028890: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028894: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028900: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028906: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028911: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_29_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028917: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028924: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028933: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028940: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028945: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028950: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028956: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.028960: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029113: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029124: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029131: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029139: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029145: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029150: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029162: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029166: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029174: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029181: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029186: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029191: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029198: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029205: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_30_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029213: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029220: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029226: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029233: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029237: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029562: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029572: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029580: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029585: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029590: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029594: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029599: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029603: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029608: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029612: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029616: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029621: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029625: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029629: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029633: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029640: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029647: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029652: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029658: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_31_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029666: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029674: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029906: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029916: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029920: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029924: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029929: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029936: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029943: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029952: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029959: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029966: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029971: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029978: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029983: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029988: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029992: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.029996: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030002: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030007: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030012: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030019: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030026: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/tuple/control_dependency: (Identity): /"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "izer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_1: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_1: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_2: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_2: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_2: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_3: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_3/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_3: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_3: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_4: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_4/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_4: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_4: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_5: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_5/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_5: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_5: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_6: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_6/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_6: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_6: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_7: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_7/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_7: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_7: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_8: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_8/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_8: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_1: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_2: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_3: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_9: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_9/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_8: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_10: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_10/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_9: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_11: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_11/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_10: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_12: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_12/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_11: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_13: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_13/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_12: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_14: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_14/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_13: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_15: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_15/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_14: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_16: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_16/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_15: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_17: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_17/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/Add_17_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/MatMul_17_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_1/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/gradients_1/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_2/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/sub_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_4: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_1: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_1: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "add_18: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_5_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_10_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_16_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_3/gradients_1/Add_16_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/MatMul_17_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_1/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_2/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_3/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_4/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_5/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_6/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_7/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_8/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_9/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_10/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_11/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_12/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_13/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_14/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_15/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_16/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/update_Variable_17/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "init: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/add_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/add_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/add_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/sub_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_8_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_7_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_7_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/truediv_1_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_6_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_6_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/MatMul_9_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/Add_9_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_4_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_4_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_4_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_3_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_16_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_16_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_15_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_14_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_14_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_13_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_12_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_11_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_10_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Add_9_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/MatMul_9_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_10_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_11_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_12_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_13_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/MatMul_15_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_15_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/MatMul_17_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_16_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_16_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_16_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_16_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_14_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_15_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_15_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_15_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_13_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/Add_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_14_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_4/MatMul_14_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_12_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_13_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_11_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_12_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_10_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_11_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_9_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_10_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Tanh_8_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Add_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/MatMul_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_1/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_2/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_3/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_4/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_5/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_6/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_7/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_8/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_9/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_10/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_11/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_12/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_13/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_14/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_15/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_16/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/update_Variable_17/ResourceApplyMomentum: (ResourceApplyMomentum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/TruncatedNormal: (TruncatedNormal): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_2: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_5: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_4: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_6: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_18/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_18: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_19: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_16: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_19/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_19: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_20: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_17: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_20/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_20: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_21: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_18: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_21/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_21: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_22: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_19: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_22/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_22: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_23: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_20: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_23/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_23: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_24: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_21: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_24/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_24: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_25: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_22: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_25/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_25: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_26: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_23: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_26/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_26: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_27: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_3: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_7: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_5: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_3: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_8: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_27/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_27: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_28: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_24: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_28/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_28: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_29: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_25: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_29/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_29: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_30: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_26: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_30/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_30: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_31: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_27: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_31/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_31: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_32: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_28: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_32/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_32: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_33: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_29: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_33/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_33: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_34: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_30: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_34/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_34: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_35: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Tanh_31: (Tanh): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_35/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "MatMul_35: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_36/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Add_36: (Add): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_36_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_35_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_35_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_36_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_36_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_36_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_36_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_36_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_36_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_36_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/MatMul_35_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/MatMul_35_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_6/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_8_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/mul_5_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/sub_7_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/ShapeN: (ShapeN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/ConcatOffset: (ConcatOffset): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Slice: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Slice_1: (Slice): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_6: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_2: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_2: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_9: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Square_3: (Square): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Mean_3: (Mean): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_7: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "add_37: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/add_37_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/add_37_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/add_37_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/mul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Mean_3_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/mul_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Square_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/sub_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/sub_9_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/sub_7_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_27_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_26_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_26_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/mul_5_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_23_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_26_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_26_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_26_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_26_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_25_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_25_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/MatMul_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/truediv_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_22_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_35_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_8/Add_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Add_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/MatMul_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030162: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_32_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030168: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030173: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030177: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030182: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030185: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030189: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030193: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030197: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030203: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030219: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030228: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030235: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030243: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030250: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030256: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030260: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030264: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030269: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030275: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030477: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030488: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030496: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030503: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_33_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030509: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030516: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030521: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030531: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030536: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030540: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030545: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030550: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030554: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030559: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030566: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030574: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030582: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030589: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030595: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030601: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030607: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030762: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030768: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030772: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030780: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030788: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030793: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030797: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030804: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030812: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030820: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030828: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030835: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030841: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030848: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030854: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030858: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030863: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030867: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030874: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030879: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.030883: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031170: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031178: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031182: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031186: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031190: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031194: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031198: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031203: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031207: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031211: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031216: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031220: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031224: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031229: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031233: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031237: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031242: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031246: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031250: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031255: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031262: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031268: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_35_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031381: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031390: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031398: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031403: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031407: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031412: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031418: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031423: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031426: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031432: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031440: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031449: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031456: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031465: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031472: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031479: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031484: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031493: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031500: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031508: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031514: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031521: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031529: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031533: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031699: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031708: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031714: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031722: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031729: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031735: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031740: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031745: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031750: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031754: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031761: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031766: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031770: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031775: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031781: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031787: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031791: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031796: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031807: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031821: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031831: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031840: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031852: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031864: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.031992: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032001: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032009: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032015: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032019: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032026: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032031: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032036: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032043: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032051: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032059: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032063: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032067: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032072: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032076: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032081: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032088: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032095: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032102: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032110: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032116: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032123: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032131: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032139: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032385: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032392: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032396: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032401: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032405: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032409: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032414: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032418: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032422: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032426: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032430: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032435: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032439: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032443: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032449: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032456: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032462: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032467: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032474: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032482: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032490: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032497: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032504: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032512: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032682: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032691: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032699: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032706: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032714: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032722: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032730: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032738: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032746: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032751: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032755: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032761: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032766: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032770: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032774: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032779: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032785: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032790: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032795: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032799: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032804: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032811: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032815: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032820: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032919: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032927: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032932: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032936: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032940: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032944: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032948: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032952: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032956: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032960: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032964: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032969: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032976: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032983: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032988: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032993: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.032999: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033007: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033015: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033020: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Add_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033026: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033033: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033038: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033044: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033239: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033248: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/MatMul_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033254: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033258: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033262: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033268: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033275: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033281: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033288: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033294: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033300: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033304: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033308: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033314: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033318: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033321: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033325: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033329: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033332: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033338: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033342: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033346: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033352: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033360: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033500: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033505: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033509: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033512: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033516: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033520: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033523: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033530: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033536: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033542: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033548: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033554: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033560: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033567: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033573: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033578: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033585: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033589: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033593: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033596: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033600: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033603: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033609: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033871: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033878: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033882: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033885: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033889: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033892: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033898: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033905: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033911: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033917: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033922: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033926: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033929: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033933: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033936: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033940: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033943: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033947: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033950: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033954: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033957: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033961: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.033964: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065228: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065271: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065292: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065317: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065328: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065337: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065346: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065355: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065364: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065373: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065382: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065391: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065400: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065409: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065418: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065427: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065435: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065444: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065453: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065462: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065471: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065480: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.065489: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066713: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066740: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066751: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066761: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066771: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066787: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066801: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066811: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066820: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066829: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066838: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066847: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066856: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066865: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066874: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066883: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066892: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066901: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066910: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066919: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066928: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066937: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.066952: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068096: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068124: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068142: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068155: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068165: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068174: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068184: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068192: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068202: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068211: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068220: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068229: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068238: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068247: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068256: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068264: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068273: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068282: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068291: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068300: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068309: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068318: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.068327: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076433: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076460: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076474: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076483: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076492: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076498: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076505: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076511: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076516: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076522: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076528: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076534: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076540: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076546: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076552: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076558: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076564: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076579: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076587: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076593: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076599: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076609: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076616: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076623: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076633: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076641: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076647: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076653: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076659: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_18/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076665: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076671: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076676: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_19/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076682: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076688: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076694: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_20/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076699: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076705: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076711: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_21/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076717: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076722: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076728: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_22/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076734: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076740: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076745: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_23/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076751: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076757: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076763: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_24/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076769: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076774: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076780: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_25/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076786: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076792: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076797: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_26/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076807: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076813: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076819: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_27/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076824: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076832: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076841: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_28/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076847: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076853: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076859: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_29/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076865: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.076870: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077224: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_30/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077241: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077248: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077254: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_31/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077260: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077267: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077273: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_32/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077279: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077284: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077290: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_33/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077296: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077302: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077308: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_34/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077314: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077320: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077326: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_35/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077332: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077337: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077343: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/update_Variable_36/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077349: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077363: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077370: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077376: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077383: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077389: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077395: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077407: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077420: I tensorflow/core/common_runtime/placer.cc:114] Adam_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077428: I tensorflow/core/common_runtime/placer.cc:114] init_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077437: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077444: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/add_37_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077452: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/add_37_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077458: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/add_37_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077466: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077475: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077483: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077490: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077498: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077506: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077514: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077522: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077529: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077536: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077544: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077551: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077559: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077566: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077573: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077581: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Square_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077588: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Square_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077597: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077607: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077617: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077629: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077641: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077653: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077662: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077673: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077686: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077694: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077702: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077710: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077722: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077732: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077741: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077751: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077761: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077771: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077782: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077791: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077798: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077805: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/mul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077818: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Square_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077827: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Square_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077835: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077844: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077857: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077868: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077881: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/sub: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077890: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/sub_1: (Sub): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077898: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077908: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/concat: (ConcatV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077917: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/Pad: (Pad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077926: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077938: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077946: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077954: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077965: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077977: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077988: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.077996: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078003: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078014: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078024: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/sub_9_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078032: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078042: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078054: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078064: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078076: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078085: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078093: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078105: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078117: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078128: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078138: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078145: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078153: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078163: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078174: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078182: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078193: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078202: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078209: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078222: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078231: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078238: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_26_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078248: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_26_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078259: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_26_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078267: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_26_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078276: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078284: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Reshape_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078295: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Reshape_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078305: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_23_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078313: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078321: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078330: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078338: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078348: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078356: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078363: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078375: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078398: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078406: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078416: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078426: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078435: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078441: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078448: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078455: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078461: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078467: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078473: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_26_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078480: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078491: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078498: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078506: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078517: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078533: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078546: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078555: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078562: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078571: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078584: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078590: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078597: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_25_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078603: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_25_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078610: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_25_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078616: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_25_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078621: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078628: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078634: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078641: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_22_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078647: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078653: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078659: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078664: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078670: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078675: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078681: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078687: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078694: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078700: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078707: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078713: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078720: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078730: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078740: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078751: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078760: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078769: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078777: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_25_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078787: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078796: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078803: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078812: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078822: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078831: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Neg: (Neg): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078838: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_1: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078844: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/RealDiv_2: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078854: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078866: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078873: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078880: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078886: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078892: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078898: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_24_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078906: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_24_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078917: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_24_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078926: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_24_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078935: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078943: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078949: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078958: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_21_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078969: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078978: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078987: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078993: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.078999: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079008: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079017: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079027: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079036: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079043: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079050: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079058: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079065: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079071: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079081: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079089: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079096: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079102: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079108: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_24_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079118: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_27_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079126: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_27_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079133: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_27_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079140: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_27_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079150: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_27_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079157: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_23_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079172: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_23_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079179: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_23_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079189: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_23_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079199: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079209: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079217: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079228: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_20_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079237: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079246: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079252: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079257: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079265: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079271: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079277: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079287: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079296: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079306: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079316: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079325: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079336: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079344: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079350: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079360: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079370: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079376: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079383: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_23_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079393: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079402: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079413: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079420: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079431: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079437: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079443: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079452: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_22_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079461: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_22_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079469: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_22_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079478: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_22_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079486: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_22_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079492: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079503: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079511: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079518: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_19_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079526: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079533: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079540: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079549: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079558: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079569: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079577: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079587: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079597: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079604: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079610: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079618: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079628: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079639: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079648: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_28_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079658: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_28_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079667: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_28_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079674: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079681: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079687: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079693: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079700: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079706: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079713: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079719: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079725: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079730: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_22_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079737: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079744: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079750: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079759: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079766: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079773: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079779: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079785: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079792: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079798: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079804: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079810: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079816: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079823: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079830: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_21_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079840: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_21_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079851: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_21_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079860: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_21_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079869: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_21_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079880: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079890: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079901: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079910: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079919: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079930: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079937: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079945: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079954: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079963: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079970: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079980: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079988: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.079995: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080004: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080011: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080018: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080030: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080036: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080044: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080054: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080064: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_18_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080073: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080082: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080092: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080103: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080113: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080122: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080131: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080139: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080150: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080161: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080173: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080184: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080193: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080202: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080209: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080215: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080221: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_21_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080228: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_5_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080237: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_5_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080243: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_5_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080249: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_20_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080257: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_20_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080267: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_20_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080274: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_20_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080281: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_20_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080291: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080298: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080305: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080315: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080325: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080334: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080345: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080352: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080358: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080365: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080371: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080377: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080383: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080389: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080396: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_29_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080402: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_29_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080407: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_29_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080414: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_17_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080421: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080428: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080434: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080441: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080447: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080453: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080460: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080466: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080474: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080481: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080487: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080493: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080499: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080506: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080513: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080519: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080525: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080532: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080538: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080544: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080551: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080560: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080566: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080572: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_20_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080579: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080585: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080592: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080600: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080611: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080622: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080629: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080636: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080645: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080654: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080660: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080666: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080673: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080679: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080685: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080690: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080697: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080706: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080712: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080719: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080728: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080738: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_19_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080745: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_19_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080752: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_19_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080762: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_19_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080769: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_19_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080780: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080788: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080795: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080804: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080814: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080825: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080835: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080841: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_16_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080851: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_4_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080857: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_4_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080863: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_4_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080869: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080876: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080882: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080889: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080895: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080901: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080908: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080914: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080920: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080926: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_19_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080932: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080939: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080945: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080952: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080958: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080967: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080977: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080985: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.080991: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081001: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081010: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081017: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081026: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081033: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081039: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_30_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081045: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_30_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081051: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_30_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081057: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_18_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081063: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_18_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081072: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_18_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081079: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_18_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081084: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_18_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081091: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081097: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081104: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081110: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081116: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081123: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081129: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081136: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081142: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081148: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081154: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081160: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081166: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081173: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081179: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081186: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081192: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081200: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081206: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081212: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081219: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081225: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081231: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081237: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081243: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081249: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081256: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081264: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081269: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081275: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081281: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081287: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081293: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081299: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081305: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081311: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081318: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081324: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081330: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081336: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081342: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081348: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081354: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_3_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081359: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_3_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081364: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_3_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081371: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081378: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081384: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081391: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081397: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081404: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081410: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081417: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081423: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081430: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081436: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081442: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081449: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081455: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081462: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_31_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081469: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_31_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081475: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_31_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081481: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081488: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081494: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081501: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081507: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081513: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081520: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081526: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081532: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081539: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081544: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081550: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081557: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081564: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081571: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081577: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081584: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081590: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081596: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081602: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081609: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081616: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081622: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081628: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081634: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081640: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081647: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081654: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081661: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081667: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081672: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081677: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081683: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081690: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081696: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081702: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081708: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081714: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081721: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081727: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081733: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081739: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081745: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081751: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081756: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081762: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081769: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081775: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081781: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081787: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081794: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081800: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081806: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081814: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081820: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081826: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081832: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081838: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081845: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081851: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_32_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081859: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_32_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081864: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_32_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081871: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081878: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081884: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081890: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081897: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081903: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081910: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081916: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081922: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.081929: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084897: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084908: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084918: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084925: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084933: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084942: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084950: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084956: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084963: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084971: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084979: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084985: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.084992: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085001: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085010: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085017: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085025: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085034: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085042: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085049: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085054: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085060: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085068: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085077: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085086: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085094: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085100: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085106: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085111: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085117: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085122: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085127: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085133: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085140: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085145: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085152: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085157: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085166: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085175: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085185: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085194: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085204: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085213: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085221: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085227: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085232: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085237: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085243: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085248: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085254: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_33_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085260: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_33_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085269: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_33_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085279: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085286: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085292: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085299: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085308: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085317: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085325: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085334: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085343: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085350: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085356: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085363: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085371: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085377: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085383: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085390: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085399: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085406: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085411: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085417: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085422: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085428: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085434: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085439: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085445: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085450: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085455: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085461: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085466: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085472: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085477: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085482: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085487: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085492: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085497: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085503: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085508: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085514: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085520: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085525: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085530: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085535: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085540: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085545: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085549: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/AddN_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085555: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085561: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085566: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085572: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085577: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085583: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085588: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085594: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085599: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085605: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085610: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085615: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085620: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085626: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085631: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_34_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085636: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_34_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085642: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/MatMul_34_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085649: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085663: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085681: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085693: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085703: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085715: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085725: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085735: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085746: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085755: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085764: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085773: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085785: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085795: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085807: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085819: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085831: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085843: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085852: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085859: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085868: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085874: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085880: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085889: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085895: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085901: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085910: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085917: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085925: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085932: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085942: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085950: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085956: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085962: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085972: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085981: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085991: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.085998: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086004: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086010: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086015: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086020: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086026: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086032: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086037: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086043: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086049: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086055: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086060: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086066: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086072: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086079: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086084: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086092: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086101: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086109: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086118: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086125: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086133: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086139: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086145: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086154: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086163: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086169: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086174: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086179: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086184: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086190: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086198: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086207: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086216: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086224: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086232: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086239: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086247: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086253: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086258: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086264: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086272: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086280: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086286: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086292: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086301: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086311: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086317: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086323: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_35_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086329: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086335: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086340: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086345: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086353: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086359: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086364: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086370: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086375: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086381: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086386: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086391: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086397: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086402: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086408: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086414: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086419: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086425: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086430: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086438: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086446: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_34_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086455: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086463: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086471: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086477: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086482: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086488: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086493: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086499: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086504: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086510: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086515: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086520: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086536: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_1: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086544: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086549: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086558: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086567: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086575: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086585: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086594: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086603: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_33_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086611: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086618: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086626: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086634: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086639: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086646: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086654: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086659: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086665: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086670: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086677: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086684: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086692: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_2: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086698: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086706: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086712: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086717: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086723: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086730: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086738: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086745: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086751: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086758: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086766: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086773: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086781: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086788: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086796: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086801: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086807: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086815: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086823: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086830: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086837: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086844: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086851: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086857: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086863: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086872: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086882: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086888: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086894: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086899: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086905: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086910: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086915: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086920: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086926: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086931: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086939: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086945: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086951: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086956: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086961: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086966: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086972: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086977: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086983: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086988: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.086994: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087000: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087006: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087011: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087016: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087022: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087027: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087032: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087037: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087043: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087049: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087054: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087060: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087066: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087071: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087076: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087081: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087086: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087092: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087097: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087105: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087111: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087116: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087122: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087128: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087134: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087139: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087144: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087150: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087155: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087161: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087166: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087171: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087177: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087182: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087187: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087221: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087227: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087233: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087239: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087244: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087250: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087256: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087261: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087267: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087272: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087278: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087284: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087289: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087295: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087300: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087306: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087311: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087316: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087322: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087340: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087347: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087353: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087358: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087364: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087369: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087373: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087378: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087383: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087388: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087393: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087399: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087404: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087410: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087415: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087421: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087427: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087432: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087437: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087442: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.087447: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095765: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095794: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_29_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095804: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_29_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095811: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_29_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095820: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095827: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095835: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095843: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095853: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095860: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095867: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095872: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095878: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095886: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095894: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095902: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095908: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095915: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095922: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095929: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.095935: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096187: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096198: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_8: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096206: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_30_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096213: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096220: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_30_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096226: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_30_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096232: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_30_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096240: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096246: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096253: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096260: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096266: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096272: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096278: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096284: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096290: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096297: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096304: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096311: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096318: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096325: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096892: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096908: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096921: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096928: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096935: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_9: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096943: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_31_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096950: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096958: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_31_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096965: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_31_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096971: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_31_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096979: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096987: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.096995: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097002: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097008: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097015: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097021: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097028: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097034: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097042: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.097049: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113125: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113148: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113157: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113162: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113167: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113173: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113180: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113186: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_10: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113193: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_32_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113200: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_32_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113207: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_32_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113213: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_32_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113219: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_32_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113228: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113236: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113244: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113251: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113260: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113268: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113274: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113281: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113871: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113888: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113897: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113907: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113916: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113923: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113932: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113940: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113949: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113957: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113964: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_11: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113973: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_33_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113982: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_33_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113990: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_33_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.113998: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_33_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114006: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_33_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114015: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114023: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114032: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114037: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114041: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114191: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114201: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114209: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114217: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114227: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114236: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114245: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114252: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114258: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114265: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114273: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114300: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114309: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114317: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_12: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114326: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_34_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114333: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_34_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114338: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_34_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114343: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114349: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_34_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114358: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114367: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114792: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114808: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114815: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114821: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114827: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114835: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114842: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114851: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114857: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114863: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114870: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114878: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114884: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114889: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114895: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114903: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114911: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114920: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114928: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114936: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114941: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.114947: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115246: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115263: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115277: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115288: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115303: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115314: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115324: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115333: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115343: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115352: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115361: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115369: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_35_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115378: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115386: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115395: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115403: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115410: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115418: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115426: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115434: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115441: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115448: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115458: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115976: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.115995: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116002: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116007: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116012: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116017: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116022: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116030: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116035: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116040: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116046: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116051: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116056: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116060: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116065: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116072: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116078: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116083: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116096: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116113: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116130: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116142: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116152: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116161: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116697: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116712: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116734: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116745: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116750: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116754: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116760: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116764: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116774: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116788: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116798: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116806: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116817: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116826: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116833: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116842: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116849: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116855: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116863: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116870: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116877: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116882: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116887: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.116891: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117125: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117137: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117145: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117151: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117160: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117166: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117171: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117175: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117181: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117185: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117189: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117195: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117200: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117205: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117210: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117215: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117220: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117225: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117229: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117234: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117239: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117243: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117253: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117259: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117684: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117699: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117708: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117716: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117725: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117732: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117739: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117749: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117755: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117760: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117767: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117774: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117779: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117784: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117791: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117799: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117807: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117815: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117821: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117828: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117836: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117842: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117846: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.117850: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118607: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118631: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118646: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118658: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118666: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118675: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118683: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118692: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118700: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118709: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118717: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118727: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118735: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118742: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118750: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118757: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118762: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118767: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118772: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118782: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118789: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118796: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118801: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.118808: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119535: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119564: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119575: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119585: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119593: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119601: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119608: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119617: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119624: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Add_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119632: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119640: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119648: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119657: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119665: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119672: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/MatMul_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119681: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119688: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119695: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119703: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_18/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119710: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_18/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119717: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_18/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119723: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_19/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119730: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_19/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.119991: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_19/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120009: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_20/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120015: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_20/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120021: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_20/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120027: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_21/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120034: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_21/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120039: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_21/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120044: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_22/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120051: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_22/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120056: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_22/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120061: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_23/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120071: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_23/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120078: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_23/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120083: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_24/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120090: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_24/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120097: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_24/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120101: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_25/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120107: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_25/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120115: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_25/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120120: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_26/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120125: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_26/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120133: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_26/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120139: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_27/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120143: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_27/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120151: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_27/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120158: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_28/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120162: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_28/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120169: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_28/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120176: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_29/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120182: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_29/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120188: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_29/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120195: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_30/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120202: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_30/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120207: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_30/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120214: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_31/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120221: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_31/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120226: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_31/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120231: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_32/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120237: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_32/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120244: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_32/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120249: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_33/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120255: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_33/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120263: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_33/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120269: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_34/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120275: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_34/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120283: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_34/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120291: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_35/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120299: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_35/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120306: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_35/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120311: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_36/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120315: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_36/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120323: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/update_Variable_36/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120330: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120335: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120339: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120343: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120348: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120355: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120362: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120367: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120377: I tensorflow/core/common_runtime/placer.cc:114] Adam_2: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120386: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120392: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120397: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120402: I tensorflow/core/common_runtime/placer.cc:114] zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120407: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120412: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120418: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120423: I tensorflow/core/common_runtime/placer.cc:114] zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120429: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120434: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120438: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120444: I tensorflow/core/common_runtime/placer.cc:114] zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120449: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120454: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120459: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120464: I tensorflow/core/common_runtime/placer.cc:114] zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120469: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120474: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120479: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120484: I tensorflow/core/common_runtime/placer.cc:114] zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120489: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120494: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120499: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120504: I tensorflow/core/common_runtime/placer.cc:114] zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120510: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120514: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120520: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120525: I tensorflow/core/common_runtime/placer.cc:114] zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120530: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120536: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120541: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120546: I tensorflow/core/common_runtime/placer.cc:114] zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120551: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120556: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120561: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120568: I tensorflow/core/common_runtime/placer.cc:114] zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120575: I tensorflow/core/common_runtime/placer.cc:114] Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120580: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120586: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120591: I tensorflow/core/common_runtime/placer.cc:114] concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120596: I tensorflow/core/common_runtime/placer.cc:114] sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120602: I tensorflow/core/common_runtime/placer.cc:114] mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120607: I tensorflow/core/common_runtime/placer.cc:114] truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120611: I tensorflow/core/common_runtime/placer.cc:114] sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120617: I tensorflow/core/common_runtime/placer.cc:114] concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120622: I tensorflow/core/common_runtime/placer.cc:114] sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120627: I tensorflow/core/common_runtime/placer.cc:114] mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120633: I tensorflow/core/common_runtime/placer.cc:114] truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120639: I tensorflow/core/common_runtime/placer.cc:114] sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120643: I tensorflow/core/common_runtime/placer.cc:114] gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120678: I tensorflow/core/common_runtime/placer.cc:114] gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120682: I tensorflow/core/common_runtime/placer.cc:114] gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120686: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120691: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120695: I tensorflow/core/common_runtime/placer.cc:114] gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.120699: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121791: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121830: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121841: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121847: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121852: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121856: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121860: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121865: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121869: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121872: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121877: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121891: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121897: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121901: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121905: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121909: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121914: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121920: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121926: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121930: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121934: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.121938: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122297: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122310: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122318: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122324: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122330: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122336: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122341: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122346: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122352: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122357: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122361: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122365: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122369: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122374: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122378: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122384: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122390: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122394: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122399: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122405: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122410: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122850: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122868: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122881: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122890: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122898: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122921: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122925: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122946: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122951: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122958: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122965: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122973: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122978: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122983: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122987: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122991: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.122997: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123005: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123027: I tensorflow/core/common_runtime/placer.cc:114] gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123055: I tensorflow/core/common_runtime/placer.cc:114] mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123063: I tensorflow/core/common_runtime/placer.cc:114] Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123072: I tensorflow/core/common_runtime/placer.cc:114] Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123829: I tensorflow/core/common_runtime/placer.cc:114] mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123847: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123857: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123866: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123874: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123882: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123890: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123898: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123905: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123914: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123922: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123931: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123938: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123946: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123955: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123963: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123971: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123980: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123988: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.123995: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124001: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124007: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124015: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124021: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124028: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124034: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124041: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124047: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124054: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124060: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124070: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124076: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124083: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124090: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124097: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124103: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124110: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124120: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124126: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124135: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124140: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124144: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124148: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124154: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124163: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124170: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124183: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124188: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124195: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124202: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124226: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124235: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124244: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124250: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124253: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124259: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124264: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124271: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124275: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124287: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124297: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124305: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124316: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124333: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124341: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124362: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124382: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124390: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124398: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124405: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124415: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124429: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124439: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124449: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124459: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124466: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124471: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124476: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124480: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124485: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124488: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124492: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.124497: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126177: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126208: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126217: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126226: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126247: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126257: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126266: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126274: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126281: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126291: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126301: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126309: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126317: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126325: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126336: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126346: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126355: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126364: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126373: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126383: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126409: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126418: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126582: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126605: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126617: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126626: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126635: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126642: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126651: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126660: I tensorflow/core/common_runtime/placer.cc:114] gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126670: I tensorflow/core/common_runtime/placer.cc:114] beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126678: I tensorflow/core/common_runtime/placer.cc:114] beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126686: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126695: I tensorflow/core/common_runtime/placer.cc:114] Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126705: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126714: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126724: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126732: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126741: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126749: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126759: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126767: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126776: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126785: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.126795: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127025: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127040: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127049: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127059: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127067: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127076: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127085: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127094: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127101: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127110: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127118: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127127: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127136: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127145: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127153: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127162: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127170: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127180: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127188: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127197: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127205: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127214: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127224: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127237: I tensorflow/core/common_runtime/placer.cc:114] Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127628: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127639: I tensorflow/core/common_runtime/placer.cc:114] Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127647: I tensorflow/core/common_runtime/placer.cc:114] Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127654: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127661: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127668: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127676: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127683: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127689: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127697: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127704: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127711: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127719: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127726: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127734: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127742: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127749: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127757: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127765: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127774: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127782: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127789: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127796: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127802: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127967: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127975: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127982: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127989: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.127996: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128003: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128011: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128018: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128028: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128036: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128044: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128051: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128058: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128065: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128072: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128078: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128089: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128097: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128104: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128111: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128118: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128321: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128334: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128343: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128350: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128358: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128366: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128375: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128382: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128389: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128396: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128403: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128411: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128418: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128425: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128432: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128438: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128447: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128454: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128460: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128467: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128474: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128840: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128855: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128863: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128871: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128879: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128889: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128898: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128906: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128914: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128922: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128931: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128944: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128954: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128963: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128973: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128983: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.128993: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129002: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129011: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129019: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129239: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129248: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129257: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129264: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129271: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129278: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129285: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129293: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129300: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129308: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129314: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129321: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129329: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129348: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129355: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129361: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129368: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129376: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129383: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129389: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129396: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129699: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129717: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129723: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129727: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129731: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129738: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129745: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129750: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129754: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129757: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129764: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129770: I tensorflow/core/common_runtime/placer.cc:114] gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129777: I tensorflow/core/common_runtime/placer.cc:114] Variable/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129784: I tensorflow/core/common_runtime/placer.cc:114] Variable_1/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129791: I tensorflow/core/common_runtime/placer.cc:114] Variable_2/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129798: I tensorflow/core/common_runtime/placer.cc:114] Variable_3/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129804: I tensorflow/core/common_runtime/placer.cc:114] Variable_4/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129811: I tensorflow/core/common_runtime/placer.cc:114] Variable_5/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129817: I tensorflow/core/common_runtime/placer.cc:114] Variable_6/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129823: I tensorflow/core/common_runtime/placer.cc:114] Variable_7/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129830: I tensorflow/core/common_runtime/placer.cc:114] Variable_8/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.129835: I tensorflow/core/common_runtime/placer.cc:114] Variable_9/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130224: I tensorflow/core/common_runtime/placer.cc:114] Variable_10/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130231: I tensorflow/core/common_runtime/placer.cc:114] Variable_11/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130241: I tensorflow/core/common_runtime/placer.cc:114] Variable_12/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130248: I tensorflow/core/common_runtime/placer.cc:114] Variable_13/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130251: I tensorflow/core/common_runtime/placer.cc:114] Variable_14/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130255: I tensorflow/core/common_runtime/placer.cc:114] Variable_15/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130259: I tensorflow/core/common_runtime/placer.cc:114] Variable_16/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130263: I tensorflow/core/common_runtime/placer.cc:114] Variable_17/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130271: I tensorflow/core/common_runtime/placer.cc:114] Momentum/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130276: I tensorflow/core/common_runtime/placer.cc:114] Momentum/momentum: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130280: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130285: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130290: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130301: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_9/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130307: I tensorflow/core/common_runtime/placer.cc:114] zeros_9: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130312: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130316: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130321: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_10/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130326: I tensorflow/core/common_runtime/placer.cc:114] zeros_10: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130330: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130335: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130339: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_11/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130344: I tensorflow/core/common_runtime/placer.cc:114] zeros_11: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130355: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130361: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130449: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_12/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130455: I tensorflow/core/common_runtime/placer.cc:114] zeros_12: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130461: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130474: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130483: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_13/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130490: I tensorflow/core/common_runtime/placer.cc:114] zeros_13: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130495: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130501: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130507: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_14/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130514: I tensorflow/core/common_runtime/placer.cc:114] zeros_14: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130522: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130539: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130546: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_15/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130552: I tensorflow/core/common_runtime/placer.cc:114] zeros_15: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130557: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130562: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130568: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_16/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130573: I tensorflow/core/common_runtime/placer.cc:114] zeros_16: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130578: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130582: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130586: I tensorflow/core/common_runtime/placer.cc:114] truncated_normal_17/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130591: I tensorflow/core/common_runtime/placer.cc:114] zeros_17: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130597: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_3: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130603: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_4: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130608: I tensorflow/core/common_runtime/placer.cc:114] Placeholder_5: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130613: I tensorflow/core/common_runtime/placer.cc:114] concat_2/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130899: I tensorflow/core/common_runtime/placer.cc:114] sub_5/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130907: I tensorflow/core/common_runtime/placer.cc:114] mul_4/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130915: I tensorflow/core/common_runtime/placer.cc:114] truediv_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130920: I tensorflow/core/common_runtime/placer.cc:114] sub_6/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130924: I tensorflow/core/common_runtime/placer.cc:114] concat_3/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130929: I tensorflow/core/common_runtime/placer.cc:114] sub_7/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130936: I tensorflow/core/common_runtime/placer.cc:114] mul_5/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130943: I tensorflow/core/common_runtime/placer.cc:114] truediv_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130952: I tensorflow/core/common_runtime/placer.cc:114] sub_8/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130957: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130961: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130965: I tensorflow/core/common_runtime/placer.cc:114] gradients_5/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130969: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130974: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130980: I tensorflow/core/common_runtime/placer.cc:114] gradients_6/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130984: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130987: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130991: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130995: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.130999: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131005: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131012: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131019: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131026: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131033: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131318: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131325: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131331: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131341: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131348: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131356: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131363: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131370: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131377: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131384: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131391: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131398: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131405: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131412: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131419: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131424: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131430: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131435: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131438: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131444: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.131451: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132110: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132121: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132125: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132130: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132136: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132141: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132145: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132148: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132154: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132160: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132164: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132168: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132174: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132180: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132184: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132188: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132194: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132200: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132204: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132212: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132218: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132224: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132230: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132236: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132242: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132249: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132254: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132258: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132262: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132266: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132270: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132274: I tensorflow/core/common_runtime/placer.cc:114] gradients_7/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132284: I tensorflow/core/common_runtime/placer.cc:114] Const_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132292: I tensorflow/core/common_runtime/placer.cc:114] Const_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132300: I tensorflow/core/common_runtime/placer.cc:114] mul_7/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132329: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132338: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132347: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132355: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132362: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132367: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_2_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132376: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132385: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132394: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132402: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132411: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132420: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Mean_3_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132429: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/Square_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132437: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132446: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132455: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132463: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132471: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132478: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132483: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132488: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132492: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132499: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132506: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132517: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132524: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132531: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132539: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132547: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132552: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.132556: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133245: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133257: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133265: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133272: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133280: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133303: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133314: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133321: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133328: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133336: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133344: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133354: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133361: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133368: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133388: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133395: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133417: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133423: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133428: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133435: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133440: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133654: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133663: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133670: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133677: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133685: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133693: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133701: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133709: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133716: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133726: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133735: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133743: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133749: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133756: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133761: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133766: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133771: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133775: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133780: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133787: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.133795: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134103: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134113: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134118: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134123: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134128: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134132: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134137: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134141: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134146: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134152: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134157: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134162: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134166: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134169: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134173: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134177: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134182: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134187: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134193: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134197: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134907: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134918: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134923: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134930: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134955: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134976: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134982: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134987: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134991: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.134995: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135000: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135008: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135017: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135025: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135032: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135039: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135048: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135055: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135061: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135065: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135069: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135074: I tensorflow/core/common_runtime/placer.cc:114] gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135079: I tensorflow/core/common_runtime/placer.cc:114] beta1_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135083: I tensorflow/core/common_runtime/placer.cc:114] beta2_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135087: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135091: I tensorflow/core/common_runtime/placer.cc:114] Variable_18/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135097: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135105: I tensorflow/core/common_runtime/placer.cc:114] Variable_19/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135112: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135119: I tensorflow/core/common_runtime/placer.cc:114] Variable_20/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135124: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135129: I tensorflow/core/common_runtime/placer.cc:114] Variable_21/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135134: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135140: I tensorflow/core/common_runtime/placer.cc:114] Variable_22/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135144: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135148: I tensorflow/core/common_runtime/placer.cc:114] Variable_23/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135152: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135156: I tensorflow/core/common_runtime/placer.cc:114] Variable_24/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135161: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135165: I tensorflow/core/common_runtime/placer.cc:114] Variable_25/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135170: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135177: I tensorflow/core/common_runtime/placer.cc:114] Variable_26/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135181: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135185: I tensorflow/core/common_runtime/placer.cc:114] Variable_27/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135189: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135411: I tensorflow/core/common_runtime/placer.cc:114] Variable_28/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135421: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135429: I tensorflow/core/common_runtime/placer.cc:114] Variable_29/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135437: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135446: I tensorflow/core/common_runtime/placer.cc:114] Variable_30/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135452: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135456: I tensorflow/core/common_runtime/placer.cc:114] Variable_31/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135461: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135467: I tensorflow/core/common_runtime/placer.cc:114] Variable_32/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135474: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135481: I tensorflow/core/common_runtime/placer.cc:114] Variable_33/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135485: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135489: I tensorflow/core/common_runtime/placer.cc:114] Variable_34/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135493: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135497: I tensorflow/core/common_runtime/placer.cc:114] Variable_35/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135502: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135505: I tensorflow/core/common_runtime/placer.cc:114] Variable_36/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135515: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135521: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135526: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135531: I tensorflow/core/common_runtime/placer.cc:114] Adam_1/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135536: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135540: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135545: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.135551: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136039: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136049: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136054: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_2_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136059: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Square_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136065: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136073: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136078: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136083: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136088: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Mean_3_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136093: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/Square_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136098: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136103: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136108: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136113: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136119: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136124: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136128: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136132: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136136: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136141: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136145: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136150: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136155: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136762: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136769: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136781: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136787: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136791: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136795: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136799: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136803: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136807: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136811: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136815: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136820: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136825: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136829: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136832: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136836: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136841: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136845: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136849: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136853: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.136857: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137073: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137086: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137094: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137100: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137107: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137115: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137122: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137128: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137135: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137141: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137149: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137156: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137166: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137173: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137180: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137187: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137195: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137201: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137208: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137214: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137223: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137524: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137534: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137540: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137547: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137555: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137564: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137572: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137581: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137589: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137597: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137605: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137613: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137621: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137627: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137634: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137640: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137648: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137656: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137662: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137668: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137878: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137888: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137895: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137901: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137907: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137914: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137921: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137931: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137938: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137945: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137951: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137958: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137965: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137972: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137978: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137984: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137992: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.137998: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138005: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138011: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138017: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138252: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138259: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138266: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138272: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138278: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138285: I tensorflow/core/common_runtime/placer.cc:114] gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138294: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138302: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138310: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "2021-08-11 22:22:56.138318: I tensorflow/core/common_runtime/placer.cc:114] Adam_2/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0/device:CPU:0\n",
-      "Variable_29/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1: (VarHandleOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/IsInitialized/VarIsInitializedOp: (VarIsInitializedOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/Assign: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/Read/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_18/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_18/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_19/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_19/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_20/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_20/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_21/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_21/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_22/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_22/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_23/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_23/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_24/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_24/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_25/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_25/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_26/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_26/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_27/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_27/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_28/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_28/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_29/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_29/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_30/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_30/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_31/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_31/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_32/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_32/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_33/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_33/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_34/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_34/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_35/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_35/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_36/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/update_Variable_36/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "init_1: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/grad_ys_0: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/add_37_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/add_37_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/add_37_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_7_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_7_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_7_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_7_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_7_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Square_2_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Square_2_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Tile: (Tile): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Prod: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Prod_1: (Prod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Maximum: (Maximum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/floordiv: (FloorDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Cast: (Cast): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/truediv: (RealDiv): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/mul_6_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Square_3_grad/Mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Square_3_grad/Mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/concat_3_grad/Slice_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/concat_3_grad/Slice_grad/stack: (Pack): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/concat_3_grad/Slice_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_32_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_31_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_3: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_31_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_30_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_4: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_30_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_29_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_5: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_29_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_6: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/BroadcastTo_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Sum_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Add_28_grad/Reshape_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/MatMul_27_grad/MatMul_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_28_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Reshape_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Reshape_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/add: (AddV2): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/mod: (FloorMod): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/range: (Range): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/ones: (Fill): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_7: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_29_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_9/gradients_6/Add_31_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_9/gradients_6/Add_34_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_30_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_9/gradients_6/Add_35_grad/Sum_grad/DynamicStitch: (DynamicStitch): /job:localhost/replica:0/task:0/device:CPU:0\n",
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-      "gradients_9/gradients_6/Add_35_grad/Sum_grad/BroadcastTo: (BroadcastTo): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/mul_2: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_31_grad/TanhGrad_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_13: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_31_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_14: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/MatMul_35_grad/MatMul_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_35_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_34_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_34_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_15: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_16: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_30_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_17: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_18: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_34_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_19: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_33_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_33_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_20: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_29_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_21: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_22: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_33_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_23: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_32_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_32_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_24: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_28_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_25: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_26: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_32_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_27: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_31_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_31_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_28: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_27_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_29: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_30: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_31_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_31: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_30_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_30_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_32: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_26_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_33: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_34: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_30_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_35: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_29_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_29_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_36: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_25_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_37: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_38: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_29_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_39: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_28_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_28_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_40: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Tanh_24_grad/TanhGrad: (TanhGrad): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_41: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_42: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/Shape: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/Shape_1: (Shape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/BroadcastGradientArgs: (BroadcastGradientArgs): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/Sum: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/Reshape: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/Sum_1: (Sum): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/Reshape_1: (Reshape): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Add_28_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_43: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_27_grad/MatMul: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_27_grad/MatMul_1: (MatMul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_27_grad/tuple/group_deps: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_27_grad/tuple/control_dependency: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/MatMul_27_grad/tuple/control_dependency_1: (Identity): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_44: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_45: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/AddN_46: (AddN): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_18/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_18/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_18/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_19/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_19/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_19/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_20/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_20/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_20/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_21/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_21/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_21/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_22/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_22/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_22/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_23/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_23/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_23/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_24/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_24/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_24/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_25/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_25/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_25/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_26/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_26/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_26/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_27/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_27/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_27/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_28/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_28/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_28/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_29/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_29/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_29/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_30/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_30/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_30/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_31/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_31/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_31/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_32/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_32/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_32/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_33/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_33/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_33/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_34/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_34/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_34/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_35/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_35/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_35/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_36/ResourceApplyAdam/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_36/ResourceApplyAdam/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/update_Variable_36/ResourceApplyAdam: (ResourceApplyAdam): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/ReadVariableOp: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/mul: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/AssignVariableOp: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/ReadVariableOp_1: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/ReadVariableOp_2: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/mul_1: (Mul): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/AssignVariableOp_1: (AssignVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2/ReadVariableOp_3: (ReadVariableOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_2: (NoOp): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_1/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_2/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_3/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_4/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_4: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_5/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_5: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_6/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_6: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_7/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_7: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_8/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_8: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_1: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_2: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_1/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_1/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_1/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_1/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/truediv_1_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_2/concat_1_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_2/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_3/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_3/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Mean_1_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/Square_1_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/concat_1_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_2_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/mul_1_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/truediv_1_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/sub_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_9_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_8_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_14_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_13_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_12_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_11_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_10_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_9_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_2/gradients_1/Tanh_8_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_10_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_9_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_11_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_10_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_12_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_11_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_13_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_12_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_14_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_13_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_15_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_14_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Add_16_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_4/gradients_1/Tanh_15_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_1/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_2/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_3/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_4/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_5/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_6/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_7/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_8/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_9/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_10/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_11/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_12/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_13/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_14/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_15/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_16/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_17/Momentum/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Momentum/momentum: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_9/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_9: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_10/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_10: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_11/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_11: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_12/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_12: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_13/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_13: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_14/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_14: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_15/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_15: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_16/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_16: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/mean: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truncated_normal_17/stddev: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "zeros_17: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_3: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_4: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Placeholder_5: (Placeholder): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_2/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_5/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_4/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_2/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_6/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "concat_3/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_7/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_5/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "truediv_3/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "sub_8/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_5/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_6/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/truediv_3_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_7/concat_3_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Const_3: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "mul_7/x: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_2_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Mean_3_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/Square_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_8/gradients_6/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta1_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "beta2_power_1/Initializer/initial_value: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_18/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_19/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_20/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_21/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_22/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_23/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_24/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_25/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_26/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_27/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_28/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_29/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_30/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_31/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_32/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_33/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_34/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_35/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Variable_36/Adam_1/Initializer/zeros: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/learning_rate: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/beta1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/beta2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "Adam_1/epsilon: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/grad_ys_0/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_2_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Square_2_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Reshape/shape: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Shape_2: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Const_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Mean_3_grad/Maximum/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/Square_3_grad/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/concat_3_grad/Slice_grad/Rank: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/concat_3_grad/Slice_grad/stack/1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/concat_3_grad/Slice_grad/concat/axis: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_7_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_7_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_7_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_7_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/mul_5_grad/Sum_1_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/mul_5_grad/Sum_1_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/mul_5_grad/Sum_1_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/mul_5_grad/Sum_1_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/truediv_3_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/truediv_3_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/truediv_3_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/truediv_3_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/truediv_3_grad/RealDiv_grad/Shape_1: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_8_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_8_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_8_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/sub_8_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_28_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_28_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_28_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_28_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_24_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_32_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_32_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_32_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_32_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_28_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_33_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_33_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_33_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_33_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_29_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_34_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_34_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_34_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_34_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_30_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_35_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_35_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_35_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Add_35_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/Tanh_31_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_30_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_29_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_28_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_27_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_26_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_25_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_7/gradients_6/Tanh_24_grad/TanhGrad_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_29_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_25_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_30_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_30_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_30_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_30_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_26_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_31_grad/Sum_grad/Size: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_31_grad/Sum_grad/range/start: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_31_grad/Sum_grad/range/delta: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Add_31_grad/Sum_grad/ones/Const: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gradients_6/Tanh_27_grad/TanhGrad_grad/mul/y: (Const): /job:localhost/replica:0/task:0/device:CPU:0\n",
-      "gradients_9/gra"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "u_pred, f_pred=preds\n",
     "u_pred, f_pred = predict(sess, X_star[:,0:1], X_star[:,1:2], u_pred, f_pred)\n",
@@ -44189,20 +1217,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "de55ec7e",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "f_pred mean =  1.7971148e-10\n",
-      "Error u: 3.445086e-02\n",
-      "Percent error u:  3.445085959236195\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"f_pred mean = \", np.mean(f_pred))\n",
     "print('Error u: %e' % (error_u))\n",
@@ -44211,7 +1229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "281887c9",
    "metadata": {},
    "outputs": [],
@@ -44230,44 +1248,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "6efd0892",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "--------- Errors ---------\n",
-      "Percent error u:  3.445085959236195\n",
-      "--------------------------\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x1080 with 6 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x1080 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "fig, ax = plt.subplots(figsize=(15,15))\n",
     "ax.axis('off')\n",
diff --git a/PINNs_1DHeatEquation_nonML.ipynb b/PINNs_1DHeatEquation_nonML.ipynb
index 7600020..6cdf909 100644
--- a/PINNs_1DHeatEquation_nonML.ipynb
+++ b/PINNs_1DHeatEquation_nonML.ipynb
@@ -184,7 +184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "7483507d",
    "metadata": {},
    "outputs": [],
@@ -196,19 +196,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "8b27ee70",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2021-07-15 16:57:02.874406: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
-      "2021-07-15 16:57:02.874427: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import sys\n",
     "sys.path.insert(0, 'PINNs/Utilities/')\n",
@@ -361,7 +352,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "5e158479",
    "metadata": {},
    "outputs": [],
@@ -424,7 +415,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "a7dca03a",
    "metadata": {},
    "outputs": [],
@@ -442,35 +433,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "9554c437",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Edit nx or noise_std_dev to see the impact on the naive solver\n",
     "\n",
@@ -552,23 +518,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "8d98d3fc",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "T = 1.0\n",
     "L = 1.0\n",
diff --git a/pdfs/PINNs_1DHeatEquationExample.pdf b/pdfs/PINNs_1DHeatEquationExample.pdf
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